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  <div class="section" id="numpy-manual-contents">
<h1>NumPy manual contents<a class="headerlink" href="#numpy-manual-contents" title="Permalink to this headline">¶</a></h1>
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<li class="toctree-l1"><a class="reference internal" href="user/index.html">NumPy User Guide</a><ul>
<li class="toctree-l2"><a class="reference internal" href="user/setting-up.html">Setting up</a><ul>
<li class="toctree-l3"><a class="reference internal" href="user/whatisnumpy.html">What is NumPy?</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/whatisnumpy.html#why-is-numpy-fast">Why is NumPy Fast?</a></li>
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<li class="toctree-l4"><a class="reference internal" href="user/quickstart.html#basic-operations">Basic Operations</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/quickstart.html#universal-functions">Universal Functions</a></li>
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<li class="toctree-l4"><a class="reference internal" href="user/quickstart.html#broadcasting-rules">Broadcasting rules</a></li>
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<li class="toctree-l4"><a class="reference internal" href="user/quickstart.html#the-ix-function">The ix_() function</a></li>
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<li class="toctree-l2"><a class="reference internal" href="user/basics.html">NumPy basics</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.creation.html">Array creation</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.creation.html#introduction">Introduction</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.creation.html#converting-python-array-like-objects-to-numpy-arrays">Converting Python array_like Objects to NumPy Arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.creation.html#intrinsic-numpy-array-creation">Intrinsic NumPy Array Creation</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.creation.html#standard-binary-formats">Standard Binary Formats</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.creation.html#use-of-special-libraries">Use of Special Libraries</a></li>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.io.html">I/O with NumPy</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.io.genfromtxt.html">Importing data with <code class="xref py py-func docutils literal notranslate"><span class="pre">genfromtxt</span></code></a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#defining-the-input">Defining the input</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#splitting-the-lines-into-columns">Splitting the lines into columns</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-delimiter-argument">The <code class="docutils literal notranslate"><span class="pre">delimiter</span></code> argument</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-autostrip-argument">The <code class="docutils literal notranslate"><span class="pre">autostrip</span></code> argument</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-comments-argument">The <code class="docutils literal notranslate"><span class="pre">comments</span></code> argument</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#skipping-lines-and-choosing-columns">Skipping lines and choosing columns</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-skip-header-and-skip-footer-arguments">The <code class="docutils literal notranslate"><span class="pre">skip_header</span></code> and <code class="docutils literal notranslate"><span class="pre">skip_footer</span></code> arguments</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-usecols-argument">The <code class="docutils literal notranslate"><span class="pre">usecols</span></code> argument</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#choosing-the-data-type">Choosing the data type</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#setting-the-names">Setting the names</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-names-argument">The <code class="docutils literal notranslate"><span class="pre">names</span></code> argument</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-defaultfmt-argument">The <code class="docutils literal notranslate"><span class="pre">defaultfmt</span></code> argument</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#validating-names">Validating names</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#tweaking-the-conversion">Tweaking the conversion</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#the-converters-argument">The <code class="docutils literal notranslate"><span class="pre">converters</span></code> argument</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#using-missing-and-filling-values">Using missing and filling values</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#missing-values"><code class="docutils literal notranslate"><span class="pre">missing_values</span></code></a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#filling-values"><code class="docutils literal notranslate"><span class="pre">filling_values</span></code></a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.io.genfromtxt.html#usemask"><code class="docutils literal notranslate"><span class="pre">usemask</span></code></a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.io.genfromtxt.html#shortcut-functions">Shortcut functions</a></li>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.indexing.html">Indexing</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#assignment-vs-referencing">Assignment vs referencing</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#single-element-indexing">Single element indexing</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#other-indexing-options">Other indexing options</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#index-arrays">Index arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#indexing-multi-dimensional-arrays">Indexing Multi-dimensional arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#boolean-or-mask-index-arrays">Boolean or “mask” index arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#combining-index-arrays-with-slices">Combining index arrays with slices</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#structural-indexing-tools">Structural indexing tools</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#assigning-values-to-indexed-arrays">Assigning values to indexed arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.indexing.html#dealing-with-variable-numbers-of-indices-within-programs">Dealing with variable numbers of indices within programs</a></li>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.broadcasting.html">Broadcasting</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.broadcasting.html#general-broadcasting-rules">General Broadcasting Rules</a></li>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.byteswapping.html">Byte-swapping</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.byteswapping.html#introduction-to-byte-ordering-and-ndarrays">Introduction to byte ordering and ndarrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.byteswapping.html#changing-byte-ordering">Changing byte ordering</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/basics.byteswapping.html#data-and-dtype-endianness-don-t-match-change-dtype-to-match-data">Data and dtype endianness don’t match, change dtype to match data</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.byteswapping.html#data-and-type-endianness-don-t-match-change-data-to-match-dtype">Data and type endianness don’t match, change data to match dtype</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.byteswapping.html#data-and-dtype-endianness-match-swap-data-and-dtype">Data and dtype endianness match, swap data and dtype</a></li>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.rec.html">Structured arrays</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.rec.html#introduction">Introduction</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.rec.html#structured-datatypes">Structured Datatypes</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#structured-datatype-creation">Structured Datatype Creation</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#manipulating-and-displaying-structured-datatypes">Manipulating and Displaying Structured Datatypes</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#automatic-byte-offsets-and-alignment">Automatic Byte Offsets and Alignment</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#field-titles">Field Titles</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#union-types">Union types</a></li>
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<li class="toctree-l4"><a class="reference internal" href="user/basics.rec.html#indexing-and-assignment-to-structured-arrays">Indexing and Assignment to Structured arrays</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#assigning-data-to-a-structured-array">Assigning data to a Structured Array</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#assignment-from-python-native-types-tuples">Assignment from Python Native Types (Tuples)</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#assignment-from-scalars">Assignment from Scalars</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#assignment-from-other-structured-arrays">Assignment from other Structured Arrays</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#assignment-involving-subarrays">Assignment involving subarrays</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#indexing-structured-arrays">Indexing Structured Arrays</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#accessing-individual-fields">Accessing Individual Fields</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#accessing-multiple-fields">Accessing Multiple Fields</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/basics.rec.html#indexing-with-an-integer-to-get-a-structured-scalar">Indexing with an Integer to get a Structured Scalar</a></li>
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<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#viewing-structured-arrays-containing-objects">Viewing Structured Arrays Containing Objects</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.rec.html#structure-comparison">Structure Comparison</a></li>
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<li class="toctree-l4"><a class="reference internal" href="user/basics.rec.html#record-arrays">Record Arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.rec.html#module-numpy.lib.recfunctions">Recarray Helper Functions</a></li>
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<li class="toctree-l3"><a class="reference internal" href="user/basics.dispatch.html">Writing custom array containers</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/basics.subclassing.html">Subclassing ndarray</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#introduction">Introduction</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/basics.subclassing.html#ndarrays-and-object-creation">ndarrays and object creation</a></li>
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<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#view-casting">View casting</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#creating-new-from-template">Creating new from template</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#relationship-of-view-casting-and-new-from-template">Relationship of view casting and new-from-template</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#implications-for-subclassing">Implications for subclassing</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/basics.subclassing.html#a-brief-python-primer-on-new-and-init">A brief Python primer on <code class="docutils literal notranslate"><span class="pre">__new__</span></code> and <code class="docutils literal notranslate"><span class="pre">__init__</span></code></a></li>
<li class="toctree-l5"><a class="reference internal" href="user/basics.subclassing.html#the-role-of-array-finalize">The role of <code class="docutils literal notranslate"><span class="pre">__array_finalize__</span></code></a></li>
</ul>
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<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#simple-example-adding-an-extra-attribute-to-ndarray">Simple example - adding an extra attribute to ndarray</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#slightly-more-realistic-example-attribute-added-to-existing-array">Slightly more realistic example - attribute added to existing array</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#array-ufunc-for-ufuncs"><code class="docutils literal notranslate"><span class="pre">__array_ufunc__</span></code> for ufuncs</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#array-wrap-for-ufuncs-and-other-functions"><code class="docutils literal notranslate"><span class="pre">__array_wrap__</span></code> for ufuncs and other functions</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#extra-gotchas-custom-del-methods-and-ndarray-base">Extra gotchas - custom <code class="docutils literal notranslate"><span class="pre">__del__</span></code> methods and ndarray.base</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/basics.subclassing.html#subclassing-and-downstream-compatibility">Subclassing and Downstream Compatibility</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="user/misc.html">Miscellaneous</a><ul>
<li class="toctree-l3"><a class="reference internal" href="user/misc.html#ieee-754-floating-point-special-values">IEEE 754 Floating Point Special Values</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/misc.html#how-numpy-handles-numerical-exceptions">How numpy handles numerical exceptions</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/misc.html#examples">Examples</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/misc.html#interfacing-to-c">Interfacing to C</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/misc.html#interfacing-to-fortran">Interfacing to Fortran:</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/misc.html#id1">Interfacing to C++:</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="user/numpy-for-matlab-users.html">NumPy for Matlab users</a><ul>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#introduction">Introduction</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#some-key-differences">Some Key Differences</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#array-or-matrix-which-should-i-use">‘array’ or ‘matrix’? Which should I use?</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/numpy-for-matlab-users.html#short-answer">Short answer</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/numpy-for-matlab-users.html#long-answer">Long answer</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#table-of-rough-matlab-numpy-equivalents">Table of Rough MATLAB-NumPy Equivalents</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/numpy-for-matlab-users.html#general-purpose-equivalents">General Purpose Equivalents</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/numpy-for-matlab-users.html#linear-algebra-equivalents">Linear Algebra Equivalents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#notes">Notes</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#customizing-your-environment">Customizing Your Environment</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/numpy-for-matlab-users.html#links">Links</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="user/building.html">Building from source</a><ul>
<li class="toctree-l3"><a class="reference internal" href="user/building.html#prerequisites">Prerequisites</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/building.html#basic-installation">Basic Installation</a></li>
<li class="toctree-l3"><a class="reference internal" href="user/building.html#testing">Testing</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#parallel-builds">Parallel builds</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#choosing-the-fortran-compiler">Choosing the fortran compiler</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#how-to-check-the-abi-of-blas-lapack-libraries">How to check the ABI of BLAS/LAPACK libraries</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/building.html#accelerated-blas-lapack-libraries">Accelerated BLAS/LAPACK libraries</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#blas">BLAS</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#lapack">LAPACK</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#disabling-atlas-and-other-accelerated-libraries">Disabling ATLAS and other accelerated libraries</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/building.html#bit-blas-and-lapack">64-bit BLAS and LAPACK</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/building.html#supplying-additional-compiler-flags">Supplying additional compiler flags</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="user/c-info.html">Using NumPy C-API</a><ul>
<li class="toctree-l3"><a class="reference internal" href="user/c-info.how-to-extend.html">How to extend NumPy</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.how-to-extend.html#writing-an-extension-module">Writing an extension module</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.how-to-extend.html#required-subroutine">Required subroutine</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.how-to-extend.html#defining-functions">Defining functions</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.how-to-extend.html#functions-without-keyword-arguments">Functions without keyword arguments</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.how-to-extend.html#functions-with-keyword-arguments">Functions with keyword arguments</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.how-to-extend.html#reference-counting">Reference counting</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.how-to-extend.html#dealing-with-array-objects">Dealing with array objects</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.how-to-extend.html#converting-an-arbitrary-sequence-object">Converting an arbitrary sequence object</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.how-to-extend.html#creating-a-brand-new-ndarray">Creating a brand-new ndarray</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.how-to-extend.html#getting-at-ndarray-memory-and-accessing-elements-of-the-ndarray">Getting at ndarray memory and accessing elements of the ndarray</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.how-to-extend.html#example">Example</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/c-info.python-as-glue.html">Using Python as glue</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.python-as-glue.html#calling-other-compiled-libraries-from-python">Calling other compiled libraries from Python</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.python-as-glue.html#hand-generated-wrappers">Hand-generated wrappers</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.python-as-glue.html#f2py">f2py</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#creating-source-for-a-basic-extension-module">Creating source for a basic extension module</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#creating-a-compiled-extension-module">Creating a compiled extension module</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#improving-the-basic-interface">Improving the basic interface</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#inserting-directives-in-fortran-source">Inserting directives in Fortran source</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#a-filtering-example">A filtering example</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#calling-f2py-from-python">Calling f2py from Python</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#automatic-extension-module-generation">Automatic extension module generation</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#conclusion">Conclusion</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.python-as-glue.html#cython">Cython</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#complex-addition-in-cython">Complex addition in Cython</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#image-filter-in-cython">Image filter in Cython</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#id2">Conclusion</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.python-as-glue.html#index-3">ctypes</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#having-a-shared-library">Having a shared library</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#loading-the-shared-library">Loading the shared library</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#converting-arguments">Converting arguments</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#calling-the-function">Calling the function</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#complete-example">Complete example</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#id5">Conclusion</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.python-as-glue.html#additional-tools-you-may-find-useful">Additional tools you may find useful</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#swig">SWIG</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#sip">SIP</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#boost-python">Boost Python</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.python-as-glue.html#pyfort">PyFort</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/c-info.ufunc-tutorial.html">Writing your own ufunc</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.ufunc-tutorial.html#creating-a-new-universal-function">Creating a new universal function</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.ufunc-tutorial.html#example-non-ufunc-extension">Example Non-ufunc extension</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.ufunc-tutorial.html#example-numpy-ufunc-for-one-dtype">Example NumPy ufunc for one dtype</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.ufunc-tutorial.html#example-numpy-ufunc-with-multiple-dtypes">Example NumPy ufunc with multiple dtypes</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.ufunc-tutorial.html#example-numpy-ufunc-with-multiple-arguments-return-values">Example NumPy ufunc with multiple arguments/return values</a></li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.ufunc-tutorial.html#example-numpy-ufunc-with-structured-array-dtype-arguments">Example NumPy ufunc with structured array dtype arguments</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="user/c-info.beyond-basics.html">Beyond the Basics</a><ul>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.beyond-basics.html#iterating-over-elements-in-the-array">Iterating over elements in the array</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#basic-iteration">Basic Iteration</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#iterating-over-all-but-one-axis">Iterating over all but one axis</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#iterating-over-multiple-arrays">Iterating over multiple arrays</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#broadcasting-over-multiple-arrays">Broadcasting over multiple arrays</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.beyond-basics.html#user-defined-data-types">User-defined data-types</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#adding-the-new-data-type">Adding the new data-type</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#registering-a-casting-function">Registering a casting function</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#registering-coercion-rules">Registering coercion rules</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#registering-a-ufunc-loop">Registering a ufunc loop</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="user/c-info.beyond-basics.html#subtyping-the-ndarray-in-c">Subtyping the ndarray in C</a><ul>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#creating-sub-types">Creating sub-types</a></li>
<li class="toctree-l5"><a class="reference internal" href="user/c-info.beyond-basics.html#specific-features-of-ndarray-sub-typing">Specific features of ndarray sub-typing</a><ul>
<li class="toctree-l6"><a class="reference internal" href="user/c-info.beyond-basics.html#the-array-finalize-method">The __array_finalize__ method</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/c-info.beyond-basics.html#the-array-priority-attribute">The __array_priority__ attribute</a></li>
<li class="toctree-l6"><a class="reference internal" href="user/c-info.beyond-basics.html#the-array-wrap-method">The __array_wrap__ method</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="reference/index.html">NumPy Reference</a><ul>
<li class="toctree-l2"><a class="reference internal" href="reference/arrays.html">Array objects</a><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul>
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<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#item-selection-and-manipulation">Item selection and manipulation</a><ul>
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<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.item.html">numpy.ma.MaskedArray.item</a></li>
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<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#pickling-and-copy">Pickling and copy</a><ul>
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<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.dumps.html">numpy.ma.MaskedArray.dumps</a></li>
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<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#calculations">Calculations</a><ul>
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<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.anom.html">numpy.ma.MaskedArray.anom</a></li>
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<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.product.html">numpy.ma.MaskedArray.product</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.ptp.html">numpy.ma.MaskedArray.ptp</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.round.html">numpy.ma.MaskedArray.round</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.std.html">numpy.ma.MaskedArray.std</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.sum.html">numpy.ma.MaskedArray.sum</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.trace.html">numpy.ma.MaskedArray.trace</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.var.html">numpy.ma.MaskedArray.var</a></li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#arithmetic-and-comparison-operations">Arithmetic and comparison operations</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#comparison-operators">Comparison operators:</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__lt__.html">numpy.ma.MaskedArray.__lt__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__le__.html">numpy.ma.MaskedArray.__le__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__gt__.html">numpy.ma.MaskedArray.__gt__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ge__.html">numpy.ma.MaskedArray.__ge__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__eq__.html">numpy.ma.MaskedArray.__eq__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ne__.html">numpy.ma.MaskedArray.__ne__</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#truth-value-of-an-array-bool">Truth value of an array (<code class="xref py py-func docutils literal notranslate"><span class="pre">bool</span></code>):</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__bool__.html">numpy.ma.MaskedArray.__bool__</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#arithmetic">Arithmetic:</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__abs__.html">numpy.ma.MaskedArray.__abs__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__add__.html">numpy.ma.MaskedArray.__add__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__radd__.html">numpy.ma.MaskedArray.__radd__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__sub__.html">numpy.ma.MaskedArray.__sub__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rsub__.html">numpy.ma.MaskedArray.__rsub__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__mul__.html">numpy.ma.MaskedArray.__mul__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rmul__.html">numpy.ma.MaskedArray.__rmul__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__div__.html">numpy.ma.MaskedArray.__div__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__truediv__.html">numpy.ma.MaskedArray.__truediv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rtruediv__.html">numpy.ma.MaskedArray.__rtruediv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__floordiv__.html">numpy.ma.MaskedArray.__floordiv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rfloordiv__.html">numpy.ma.MaskedArray.__rfloordiv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__mod__.html">numpy.ma.MaskedArray.__mod__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rmod__.html">numpy.ma.MaskedArray.__rmod__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__divmod__.html">numpy.ma.MaskedArray.__divmod__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rdivmod__.html">numpy.ma.MaskedArray.__rdivmod__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__pow__.html">numpy.ma.MaskedArray.__pow__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rpow__.html">numpy.ma.MaskedArray.__rpow__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__lshift__.html">numpy.ma.MaskedArray.__lshift__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rlshift__.html">numpy.ma.MaskedArray.__rlshift__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rshift__.html">numpy.ma.MaskedArray.__rshift__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rrshift__.html">numpy.ma.MaskedArray.__rrshift__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__and__.html">numpy.ma.MaskedArray.__and__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rand__.html">numpy.ma.MaskedArray.__rand__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__or__.html">numpy.ma.MaskedArray.__or__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ror__.html">numpy.ma.MaskedArray.__ror__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__xor__.html">numpy.ma.MaskedArray.__xor__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__rxor__.html">numpy.ma.MaskedArray.__rxor__</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#arithmetic-in-place">Arithmetic, in-place:</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__iadd__.html">numpy.ma.MaskedArray.__iadd__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__isub__.html">numpy.ma.MaskedArray.__isub__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__imul__.html">numpy.ma.MaskedArray.__imul__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__idiv__.html">numpy.ma.MaskedArray.__idiv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__itruediv__.html">numpy.ma.MaskedArray.__itruediv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ifloordiv__.html">numpy.ma.MaskedArray.__ifloordiv__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__imod__.html">numpy.ma.MaskedArray.__imod__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ipow__.html">numpy.ma.MaskedArray.__ipow__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ilshift__.html">numpy.ma.MaskedArray.__ilshift__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__irshift__.html">numpy.ma.MaskedArray.__irshift__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__iand__.html">numpy.ma.MaskedArray.__iand__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ior__.html">numpy.ma.MaskedArray.__ior__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__ixor__.html">numpy.ma.MaskedArray.__ixor__</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#representation">Representation</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__repr__.html">numpy.ma.MaskedArray.__repr__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__str__.html">numpy.ma.MaskedArray.__str__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.ids.html">numpy.ma.MaskedArray.ids</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.iscontiguous.html">numpy.ma.MaskedArray.iscontiguous</a></li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#special-methods">Special methods</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__copy__.html">numpy.ma.MaskedArray.__copy__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__deepcopy__.html">numpy.ma.MaskedArray.__deepcopy__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__getstate__.html">numpy.ma.MaskedArray.__getstate__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__reduce__.html">numpy.ma.MaskedArray.__reduce__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__setstate__.html">numpy.ma.MaskedArray.__setstate__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__new__.html">numpy.ma.MaskedArray.__new__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__array__.html">numpy.ma.MaskedArray.__array__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__array_wrap__.html">numpy.ma.MaskedArray.__array_wrap__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__len__.html">numpy.ma.MaskedArray.__len__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__getitem__.html">numpy.ma.MaskedArray.__getitem__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__setitem__.html">numpy.ma.MaskedArray.__setitem__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__delitem__.html">numpy.ma.MaskedArray.__delitem__</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__contains__.html">numpy.ma.MaskedArray.__contains__</a></li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/maskedarray.baseclass.html#specific-methods">Specific methods</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#handling-the-mask">Handling the mask</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.__setmask__.html">numpy.ma.MaskedArray.__setmask__</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.harden_mask.html">numpy.ma.MaskedArray.harden_mask</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.soften_mask.html">numpy.ma.MaskedArray.soften_mask</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.unshare_mask.html">numpy.ma.MaskedArray.unshare_mask</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.shrink_mask.html">numpy.ma.MaskedArray.shrink_mask</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#handling-the-fill-value">Handling the <em class="xref py py-obj">fill_value</em></a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.get_fill_value.html">numpy.ma.MaskedArray.get_fill_value</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.set_fill_value.html">numpy.ma.MaskedArray.set_fill_value</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/maskedarray.baseclass.html#counting-the-missing-elements">Counting the missing elements</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.count.html">numpy.ma.MaskedArray.count</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="reference/routines.ma.html">Masked array operations</a><ul>
<li class="toctree-l5"><a class="reference internal" href="reference/routines.ma.html#constants">Constants</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskType.html">numpy.ma.MaskType</a></li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/routines.ma.html#creation">Creation</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.ma.html#from-existing-data">From existing data</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.masked_array.html">numpy.ma.masked_array</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.array.html">numpy.ma.array</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.copy.html">numpy.ma.copy</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.frombuffer.html">numpy.ma.frombuffer</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.fromfunction.html">numpy.ma.fromfunction</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.copy.html">numpy.ma.MaskedArray.copy</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.ma.html#ones-and-zeros">Ones and zeros</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.empty.html">numpy.ma.empty</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.empty_like.html">numpy.ma.empty_like</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.masked_all.html">numpy.ma.masked_all</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.masked_all_like.html">numpy.ma.masked_all_like</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.ones.html">numpy.ma.ones</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.zeros.html">numpy.ma.zeros</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/routines.ma.html#inspecting-the-array">Inspecting the array</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.all.html">numpy.ma.all</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.any.html">numpy.ma.any</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.count.html">numpy.ma.count</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.count_masked.html">numpy.ma.count_masked</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.getmask.html">numpy.ma.getmask</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.getmaskarray.html">numpy.ma.getmaskarray</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.getdata.html">numpy.ma.getdata</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.nonzero.html">numpy.ma.nonzero</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.shape.html">numpy.ma.shape</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.size.html">numpy.ma.size</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.is_masked.html">numpy.ma.is_masked</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.is_mask.html">numpy.ma.is_mask</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.all.html">numpy.ma.MaskedArray.all</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.any.html">numpy.ma.MaskedArray.any</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.count.html">numpy.ma.MaskedArray.count</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.nonzero.html">numpy.ma.MaskedArray.nonzero</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.shape.html">numpy.ma.shape</a></li>
<li class="toctree-l6"><a class="reference internal" href="reference/generated/numpy.ma.size.html">numpy.ma.size</a></li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/routines.ma.html#manipulating-a-maskedarray">Manipulating a MaskedArray</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.ma.html#changing-the-shape">Changing the shape</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.ravel.html">numpy.ma.ravel</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.reshape.html">numpy.ma.reshape</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.resize.html">numpy.ma.resize</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.flatten.html">numpy.ma.MaskedArray.flatten</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.ravel.html">numpy.ma.MaskedArray.ravel</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.reshape.html">numpy.ma.MaskedArray.reshape</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.resize.html">numpy.ma.MaskedArray.resize</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.ma.html#modifying-axes">Modifying axes</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.swapaxes.html">numpy.ma.swapaxes</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.transpose.html">numpy.ma.transpose</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.swapaxes.html">numpy.ma.MaskedArray.swapaxes</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.transpose.html">numpy.ma.MaskedArray.transpose</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.ma.html#changing-the-number-of-dimensions">Changing the number of dimensions</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.atleast_1d.html">numpy.ma.atleast_1d</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.atleast_2d.html">numpy.ma.atleast_2d</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.atleast_3d.html">numpy.ma.atleast_3d</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.expand_dims.html">numpy.ma.expand_dims</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.squeeze.html">numpy.ma.squeeze</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.MaskedArray.squeeze.html">numpy.ma.MaskedArray.squeeze</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/generated/numpy.ma.stack.html">numpy.ma.stack</a></li>
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<li class="toctree-l3"><a class="reference internal" href="reference/arrays.interface.html">The Array Interface</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="reference/arrays.datetime.html">Datetimes and Timedeltas</a><ul>
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<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.polynomial.polyx.html">numpy.polynomial.polynomial.polyx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.polynomial.polytrim.html">numpy.polynomial.polynomial.polytrim</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.polynomial.polyline.html">numpy.polynomial.polynomial.polyline</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html">Chebyshev Module (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.polynomial.chebyshev</span></code>)</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#chebyshev-class">Chebyshev Class</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.html">numpy.polynomial.chebyshev.Chebyshev</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.__call__.html">numpy.polynomial.chebyshev.Chebyshev.__call__</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.basis.html">numpy.polynomial.chebyshev.Chebyshev.basis</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.cast.html">numpy.polynomial.chebyshev.Chebyshev.cast</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.convert.html">numpy.polynomial.chebyshev.Chebyshev.convert</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.copy.html">numpy.polynomial.chebyshev.Chebyshev.copy</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.cutdeg.html">numpy.polynomial.chebyshev.Chebyshev.cutdeg</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.degree.html">numpy.polynomial.chebyshev.Chebyshev.degree</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.deriv.html">numpy.polynomial.chebyshev.Chebyshev.deriv</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.fit.html">numpy.polynomial.chebyshev.Chebyshev.fit</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.fromroots.html">numpy.polynomial.chebyshev.Chebyshev.fromroots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.has_samecoef.html">numpy.polynomial.chebyshev.Chebyshev.has_samecoef</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.has_samedomain.html">numpy.polynomial.chebyshev.Chebyshev.has_samedomain</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.has_sametype.html">numpy.polynomial.chebyshev.Chebyshev.has_sametype</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.has_samewindow.html">numpy.polynomial.chebyshev.Chebyshev.has_samewindow</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.identity.html">numpy.polynomial.chebyshev.Chebyshev.identity</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.integ.html">numpy.polynomial.chebyshev.Chebyshev.integ</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.interpolate.html">numpy.polynomial.chebyshev.Chebyshev.interpolate</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.linspace.html">numpy.polynomial.chebyshev.Chebyshev.linspace</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.mapparms.html">numpy.polynomial.chebyshev.Chebyshev.mapparms</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.roots.html">numpy.polynomial.chebyshev.Chebyshev.roots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.trim.html">numpy.polynomial.chebyshev.Chebyshev.trim</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.Chebyshev.truncate.html">numpy.polynomial.chebyshev.Chebyshev.truncate</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#basics">Basics</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebval.html">numpy.polynomial.chebyshev.chebval</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebval2d.html">numpy.polynomial.chebyshev.chebval2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebval3d.html">numpy.polynomial.chebyshev.chebval3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebgrid2d.html">numpy.polynomial.chebyshev.chebgrid2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebgrid3d.html">numpy.polynomial.chebyshev.chebgrid3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebroots.html">numpy.polynomial.chebyshev.chebroots</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebfromroots.html">numpy.polynomial.chebyshev.chebfromroots</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#fitting">Fitting</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebfit.html">numpy.polynomial.chebyshev.chebfit</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebvander.html">numpy.polynomial.chebyshev.chebvander</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebvander2d.html">numpy.polynomial.chebyshev.chebvander2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebvander3d.html">numpy.polynomial.chebyshev.chebvander3d</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#calculus">Calculus</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebder.html">numpy.polynomial.chebyshev.chebder</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebint.html">numpy.polynomial.chebyshev.chebint</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#algebra">Algebra</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebadd.html">numpy.polynomial.chebyshev.chebadd</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebsub.html">numpy.polynomial.chebyshev.chebsub</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebmul.html">numpy.polynomial.chebyshev.chebmul</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebmulx.html">numpy.polynomial.chebyshev.chebmulx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebdiv.html">numpy.polynomial.chebyshev.chebdiv</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebpow.html">numpy.polynomial.chebyshev.chebpow</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#quadrature">Quadrature</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebgauss.html">numpy.polynomial.chebyshev.chebgauss</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebweight.html">numpy.polynomial.chebyshev.chebweight</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.chebyshev.html#miscellaneous">Miscellaneous</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebcompanion.html">numpy.polynomial.chebyshev.chebcompanion</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebdomain.html">numpy.polynomial.chebyshev.chebdomain</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebzero.html">numpy.polynomial.chebyshev.chebzero</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebone.html">numpy.polynomial.chebyshev.chebone</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebx.html">numpy.polynomial.chebyshev.chebx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebtrim.html">numpy.polynomial.chebyshev.chebtrim</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.chebline.html">numpy.polynomial.chebyshev.chebline</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.cheb2poly.html">numpy.polynomial.chebyshev.cheb2poly</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.chebyshev.poly2cheb.html">numpy.polynomial.chebyshev.poly2cheb</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.polynomials.legendre.html">Legendre Module (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.polynomial.legendre</span></code>)</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#legendre-class">Legendre Class</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.html">numpy.polynomial.legendre.Legendre</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.__call__.html">numpy.polynomial.legendre.Legendre.__call__</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.basis.html">numpy.polynomial.legendre.Legendre.basis</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.cast.html">numpy.polynomial.legendre.Legendre.cast</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.convert.html">numpy.polynomial.legendre.Legendre.convert</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.copy.html">numpy.polynomial.legendre.Legendre.copy</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.cutdeg.html">numpy.polynomial.legendre.Legendre.cutdeg</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.degree.html">numpy.polynomial.legendre.Legendre.degree</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.deriv.html">numpy.polynomial.legendre.Legendre.deriv</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.fit.html">numpy.polynomial.legendre.Legendre.fit</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.fromroots.html">numpy.polynomial.legendre.Legendre.fromroots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.has_samecoef.html">numpy.polynomial.legendre.Legendre.has_samecoef</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.has_samedomain.html">numpy.polynomial.legendre.Legendre.has_samedomain</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.has_sametype.html">numpy.polynomial.legendre.Legendre.has_sametype</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.has_samewindow.html">numpy.polynomial.legendre.Legendre.has_samewindow</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.identity.html">numpy.polynomial.legendre.Legendre.identity</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.integ.html">numpy.polynomial.legendre.Legendre.integ</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.linspace.html">numpy.polynomial.legendre.Legendre.linspace</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.mapparms.html">numpy.polynomial.legendre.Legendre.mapparms</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.roots.html">numpy.polynomial.legendre.Legendre.roots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.trim.html">numpy.polynomial.legendre.Legendre.trim</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.Legendre.truncate.html">numpy.polynomial.legendre.Legendre.truncate</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#basics">Basics</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legval.html">numpy.polynomial.legendre.legval</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legval2d.html">numpy.polynomial.legendre.legval2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legval3d.html">numpy.polynomial.legendre.legval3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.leggrid2d.html">numpy.polynomial.legendre.leggrid2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.leggrid3d.html">numpy.polynomial.legendre.leggrid3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legroots.html">numpy.polynomial.legendre.legroots</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legfromroots.html">numpy.polynomial.legendre.legfromroots</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#fitting">Fitting</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legfit.html">numpy.polynomial.legendre.legfit</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legvander.html">numpy.polynomial.legendre.legvander</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legvander2d.html">numpy.polynomial.legendre.legvander2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legvander3d.html">numpy.polynomial.legendre.legvander3d</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#calculus">Calculus</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legder.html">numpy.polynomial.legendre.legder</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legint.html">numpy.polynomial.legendre.legint</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#algebra">Algebra</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legadd.html">numpy.polynomial.legendre.legadd</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legsub.html">numpy.polynomial.legendre.legsub</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legmul.html">numpy.polynomial.legendre.legmul</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legmulx.html">numpy.polynomial.legendre.legmulx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legdiv.html">numpy.polynomial.legendre.legdiv</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legpow.html">numpy.polynomial.legendre.legpow</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#quadrature">Quadrature</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.leggauss.html">numpy.polynomial.legendre.leggauss</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legweight.html">numpy.polynomial.legendre.legweight</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.legendre.html#miscellaneous">Miscellaneous</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legcompanion.html">numpy.polynomial.legendre.legcompanion</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legdomain.html">numpy.polynomial.legendre.legdomain</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legzero.html">numpy.polynomial.legendre.legzero</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legone.html">numpy.polynomial.legendre.legone</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legx.html">numpy.polynomial.legendre.legx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legtrim.html">numpy.polynomial.legendre.legtrim</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.legline.html">numpy.polynomial.legendre.legline</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.leg2poly.html">numpy.polynomial.legendre.leg2poly</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.legendre.poly2leg.html">numpy.polynomial.legendre.poly2leg</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.polynomials.laguerre.html">Laguerre Module (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.polynomial.laguerre</span></code>)</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#laguerre-class">Laguerre Class</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.html">numpy.polynomial.laguerre.Laguerre</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.__call__.html">numpy.polynomial.laguerre.Laguerre.__call__</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.basis.html">numpy.polynomial.laguerre.Laguerre.basis</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.cast.html">numpy.polynomial.laguerre.Laguerre.cast</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.convert.html">numpy.polynomial.laguerre.Laguerre.convert</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.copy.html">numpy.polynomial.laguerre.Laguerre.copy</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.cutdeg.html">numpy.polynomial.laguerre.Laguerre.cutdeg</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.degree.html">numpy.polynomial.laguerre.Laguerre.degree</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.deriv.html">numpy.polynomial.laguerre.Laguerre.deriv</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.fit.html">numpy.polynomial.laguerre.Laguerre.fit</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.fromroots.html">numpy.polynomial.laguerre.Laguerre.fromroots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.has_samecoef.html">numpy.polynomial.laguerre.Laguerre.has_samecoef</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.has_samedomain.html">numpy.polynomial.laguerre.Laguerre.has_samedomain</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.has_sametype.html">numpy.polynomial.laguerre.Laguerre.has_sametype</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.has_samewindow.html">numpy.polynomial.laguerre.Laguerre.has_samewindow</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.identity.html">numpy.polynomial.laguerre.Laguerre.identity</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.integ.html">numpy.polynomial.laguerre.Laguerre.integ</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.linspace.html">numpy.polynomial.laguerre.Laguerre.linspace</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.mapparms.html">numpy.polynomial.laguerre.Laguerre.mapparms</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.roots.html">numpy.polynomial.laguerre.Laguerre.roots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.trim.html">numpy.polynomial.laguerre.Laguerre.trim</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.Laguerre.truncate.html">numpy.polynomial.laguerre.Laguerre.truncate</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#basics">Basics</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagval.html">numpy.polynomial.laguerre.lagval</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagval2d.html">numpy.polynomial.laguerre.lagval2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagval3d.html">numpy.polynomial.laguerre.lagval3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.laggrid2d.html">numpy.polynomial.laguerre.laggrid2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.laggrid3d.html">numpy.polynomial.laguerre.laggrid3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagroots.html">numpy.polynomial.laguerre.lagroots</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagfromroots.html">numpy.polynomial.laguerre.lagfromroots</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#fitting">Fitting</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagfit.html">numpy.polynomial.laguerre.lagfit</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagvander.html">numpy.polynomial.laguerre.lagvander</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagvander2d.html">numpy.polynomial.laguerre.lagvander2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagvander3d.html">numpy.polynomial.laguerre.lagvander3d</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#calculus">Calculus</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagder.html">numpy.polynomial.laguerre.lagder</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagint.html">numpy.polynomial.laguerre.lagint</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#algebra">Algebra</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagadd.html">numpy.polynomial.laguerre.lagadd</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagsub.html">numpy.polynomial.laguerre.lagsub</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagmul.html">numpy.polynomial.laguerre.lagmul</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagmulx.html">numpy.polynomial.laguerre.lagmulx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagdiv.html">numpy.polynomial.laguerre.lagdiv</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagpow.html">numpy.polynomial.laguerre.lagpow</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#quadrature">Quadrature</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.laggauss.html">numpy.polynomial.laguerre.laggauss</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagweight.html">numpy.polynomial.laguerre.lagweight</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.laguerre.html#miscellaneous">Miscellaneous</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagcompanion.html">numpy.polynomial.laguerre.lagcompanion</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagdomain.html">numpy.polynomial.laguerre.lagdomain</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagzero.html">numpy.polynomial.laguerre.lagzero</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagone.html">numpy.polynomial.laguerre.lagone</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagx.html">numpy.polynomial.laguerre.lagx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagtrim.html">numpy.polynomial.laguerre.lagtrim</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lagline.html">numpy.polynomial.laguerre.lagline</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.lag2poly.html">numpy.polynomial.laguerre.lag2poly</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.laguerre.poly2lag.html">numpy.polynomial.laguerre.poly2lag</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.polynomials.hermite.html">Hermite Module, “Physicists’” (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.polynomial.hermite</span></code>)</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#hermite-class">Hermite Class</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.html">numpy.polynomial.hermite.Hermite</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.__call__.html">numpy.polynomial.hermite.Hermite.__call__</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.basis.html">numpy.polynomial.hermite.Hermite.basis</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.cast.html">numpy.polynomial.hermite.Hermite.cast</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.convert.html">numpy.polynomial.hermite.Hermite.convert</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.copy.html">numpy.polynomial.hermite.Hermite.copy</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.cutdeg.html">numpy.polynomial.hermite.Hermite.cutdeg</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.degree.html">numpy.polynomial.hermite.Hermite.degree</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.deriv.html">numpy.polynomial.hermite.Hermite.deriv</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.fit.html">numpy.polynomial.hermite.Hermite.fit</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.fromroots.html">numpy.polynomial.hermite.Hermite.fromroots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.has_samecoef.html">numpy.polynomial.hermite.Hermite.has_samecoef</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.has_samedomain.html">numpy.polynomial.hermite.Hermite.has_samedomain</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.has_sametype.html">numpy.polynomial.hermite.Hermite.has_sametype</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.has_samewindow.html">numpy.polynomial.hermite.Hermite.has_samewindow</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.identity.html">numpy.polynomial.hermite.Hermite.identity</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.integ.html">numpy.polynomial.hermite.Hermite.integ</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.linspace.html">numpy.polynomial.hermite.Hermite.linspace</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.mapparms.html">numpy.polynomial.hermite.Hermite.mapparms</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.roots.html">numpy.polynomial.hermite.Hermite.roots</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.trim.html">numpy.polynomial.hermite.Hermite.trim</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.Hermite.truncate.html">numpy.polynomial.hermite.Hermite.truncate</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#basics">Basics</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermval.html">numpy.polynomial.hermite.hermval</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermval2d.html">numpy.polynomial.hermite.hermval2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermval3d.html">numpy.polynomial.hermite.hermval3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermgrid2d.html">numpy.polynomial.hermite.hermgrid2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermgrid3d.html">numpy.polynomial.hermite.hermgrid3d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermroots.html">numpy.polynomial.hermite.hermroots</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermfromroots.html">numpy.polynomial.hermite.hermfromroots</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#fitting">Fitting</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermfit.html">numpy.polynomial.hermite.hermfit</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermvander.html">numpy.polynomial.hermite.hermvander</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermvander2d.html">numpy.polynomial.hermite.hermvander2d</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermvander3d.html">numpy.polynomial.hermite.hermvander3d</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#calculus">Calculus</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermder.html">numpy.polynomial.hermite.hermder</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermint.html">numpy.polynomial.hermite.hermint</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#algebra">Algebra</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermadd.html">numpy.polynomial.hermite.hermadd</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermsub.html">numpy.polynomial.hermite.hermsub</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermmul.html">numpy.polynomial.hermite.hermmul</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermmulx.html">numpy.polynomial.hermite.hermmulx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermdiv.html">numpy.polynomial.hermite.hermdiv</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermpow.html">numpy.polynomial.hermite.hermpow</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#quadrature">Quadrature</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermgauss.html">numpy.polynomial.hermite.hermgauss</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermweight.html">numpy.polynomial.hermite.hermweight</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite.html#miscellaneous">Miscellaneous</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermcompanion.html">numpy.polynomial.hermite.hermcompanion</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermdomain.html">numpy.polynomial.hermite.hermdomain</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermzero.html">numpy.polynomial.hermite.hermzero</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermone.html">numpy.polynomial.hermite.hermone</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermx.html">numpy.polynomial.hermite.hermx</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermtrim.html">numpy.polynomial.hermite.hermtrim</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.hermline.html">numpy.polynomial.hermite.hermline</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.herm2poly.html">numpy.polynomial.hermite.herm2poly</a></li>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite.poly2herm.html">numpy.polynomial.hermite.poly2herm</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/routines.polynomials.hermite_e.html">HermiteE Module, “Probabilists’” (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.polynomial.hermite_e</span></code>)</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/routines.polynomials.hermite_e.html#hermitee-class">HermiteE Class</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.html">numpy.polynomial.hermite_e.HermiteE</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.__call__.html">numpy.polynomial.hermite_e.HermiteE.__call__</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.basis.html">numpy.polynomial.hermite_e.HermiteE.basis</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.cast.html">numpy.polynomial.hermite_e.HermiteE.cast</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.convert.html">numpy.polynomial.hermite_e.HermiteE.convert</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.copy.html">numpy.polynomial.hermite_e.HermiteE.copy</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.cutdeg.html">numpy.polynomial.hermite_e.HermiteE.cutdeg</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.degree.html">numpy.polynomial.hermite_e.HermiteE.degree</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/generated/numpy.polynomial.hermite_e.HermiteE.deriv.html">numpy.polynomial.hermite_e.HermiteE.deriv</a></li>
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<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.Generator.wald.html">numpy.random.Generator.wald</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.Generator.weibull.html">numpy.random.Generator.weibull</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.Generator.zipf.html">numpy.random.Generator.zipf</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/random/legacy.html">Legacy Generator (RandomState)</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/random/legacy.html#seeding-and-state">Seeding and State</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.get_state.html">numpy.random.RandomState.get_state</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.set_state.html">numpy.random.RandomState.set_state</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.seed.html">numpy.random.RandomState.seed</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/random/legacy.html#simple-random-data">Simple random data</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.rand.html">numpy.random.RandomState.rand</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.randn.html">numpy.random.RandomState.randn</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.randint.html">numpy.random.RandomState.randint</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.random_integers.html">numpy.random.RandomState.random_integers</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.random_sample.html">numpy.random.RandomState.random_sample</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.choice.html">numpy.random.RandomState.choice</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.bytes.html">numpy.random.RandomState.bytes</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/random/legacy.html#permutations">Permutations</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.shuffle.html">numpy.random.RandomState.shuffle</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.permutation.html">numpy.random.RandomState.permutation</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/random/legacy.html#distributions">Distributions</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.beta.html">numpy.random.RandomState.beta</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.binomial.html">numpy.random.RandomState.binomial</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.chisquare.html">numpy.random.RandomState.chisquare</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.dirichlet.html">numpy.random.RandomState.dirichlet</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.exponential.html">numpy.random.RandomState.exponential</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.f.html">numpy.random.RandomState.f</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.gamma.html">numpy.random.RandomState.gamma</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.geometric.html">numpy.random.RandomState.geometric</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.gumbel.html">numpy.random.RandomState.gumbel</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.hypergeometric.html">numpy.random.RandomState.hypergeometric</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.laplace.html">numpy.random.RandomState.laplace</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.logistic.html">numpy.random.RandomState.logistic</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.lognormal.html">numpy.random.RandomState.lognormal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.logseries.html">numpy.random.RandomState.logseries</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.multinomial.html">numpy.random.RandomState.multinomial</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.multivariate_normal.html">numpy.random.RandomState.multivariate_normal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.negative_binomial.html">numpy.random.RandomState.negative_binomial</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.noncentral_chisquare.html">numpy.random.RandomState.noncentral_chisquare</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.noncentral_f.html">numpy.random.RandomState.noncentral_f</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.normal.html">numpy.random.RandomState.normal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.pareto.html">numpy.random.RandomState.pareto</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.poisson.html">numpy.random.RandomState.poisson</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.power.html">numpy.random.RandomState.power</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.rayleigh.html">numpy.random.RandomState.rayleigh</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.standard_cauchy.html">numpy.random.RandomState.standard_cauchy</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.standard_exponential.html">numpy.random.RandomState.standard_exponential</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.standard_gamma.html">numpy.random.RandomState.standard_gamma</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.standard_normal.html">numpy.random.RandomState.standard_normal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.standard_t.html">numpy.random.RandomState.standard_t</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.triangular.html">numpy.random.RandomState.triangular</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.uniform.html">numpy.random.RandomState.uniform</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.vonmises.html">numpy.random.RandomState.vonmises</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.wald.html">numpy.random.RandomState.wald</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.weibull.html">numpy.random.RandomState.weibull</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.RandomState.zipf.html">numpy.random.RandomState.zipf</a></li>
</ul>
</li>
<li class="toctree-l6"><a class="reference internal" href="reference/random/legacy.html#functions-in-numpy-random">Functions in <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.random</span></code></a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.beta.html">numpy.random.beta</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.binomial.html">numpy.random.binomial</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.bytes.html">numpy.random.bytes</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.chisquare.html">numpy.random.chisquare</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.choice.html">numpy.random.choice</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.dirichlet.html">numpy.random.dirichlet</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.exponential.html">numpy.random.exponential</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.f.html">numpy.random.f</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.gamma.html">numpy.random.gamma</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.geometric.html">numpy.random.geometric</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.get_state.html">numpy.random.get_state</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.gumbel.html">numpy.random.gumbel</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.hypergeometric.html">numpy.random.hypergeometric</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.laplace.html">numpy.random.laplace</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.logistic.html">numpy.random.logistic</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.lognormal.html">numpy.random.lognormal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.logseries.html">numpy.random.logseries</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.multinomial.html">numpy.random.multinomial</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.multivariate_normal.html">numpy.random.multivariate_normal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.negative_binomial.html">numpy.random.negative_binomial</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.noncentral_chisquare.html">numpy.random.noncentral_chisquare</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.noncentral_f.html">numpy.random.noncentral_f</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.normal.html">numpy.random.normal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.pareto.html">numpy.random.pareto</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.permutation.html">numpy.random.permutation</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.poisson.html">numpy.random.poisson</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.power.html">numpy.random.power</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.rand.html">numpy.random.rand</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.randint.html">numpy.random.randint</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.randn.html">numpy.random.randn</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.random.html">numpy.random.random</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.random_integers.html">numpy.random.random_integers</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.random_sample.html">numpy.random.random_sample</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.ranf.html">numpy.random.ranf</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.rayleigh.html">numpy.random.rayleigh</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.sample.html">numpy.random.sample</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.seed.html">numpy.random.seed</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.set_state.html">numpy.random.set_state</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.shuffle.html">numpy.random.shuffle</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.standard_cauchy.html">numpy.random.standard_cauchy</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.standard_exponential.html">numpy.random.standard_exponential</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.standard_gamma.html">numpy.random.standard_gamma</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.standard_normal.html">numpy.random.standard_normal</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.standard_t.html">numpy.random.standard_t</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.triangular.html">numpy.random.triangular</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.uniform.html">numpy.random.uniform</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.vonmises.html">numpy.random.vonmises</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.wald.html">numpy.random.wald</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.weibull.html">numpy.random.weibull</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/generated/numpy.random.zipf.html">numpy.random.zipf</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/random/bit_generators/index.html">Bit Generators</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/random/bit_generators/index.html#supported-bitgenerators">Supported BitGenerators</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.BitGenerator.html">numpy.random.BitGenerator</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.BitGenerator.random_raw.html">numpy.random.BitGenerator.random_raw</a></li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/mt19937.html">MT19937</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/mt19937.html#state">State</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.MT19937.state.html">numpy.random.MT19937.state</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/mt19937.html#parallel-generation">Parallel generation</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.MT19937.jumped.html">numpy.random.MT19937.jumped</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/mt19937.html#extending">Extending</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.MT19937.cffi.html">numpy.random.MT19937.cffi</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.MT19937.ctypes.html">numpy.random.MT19937.ctypes</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/pcg64.html">PCG64</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/pcg64.html#state">State</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.PCG64.state.html">numpy.random.PCG64.state</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/pcg64.html#parallel-generation">Parallel generation</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.PCG64.advance.html">numpy.random.PCG64.advance</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.PCG64.jumped.html">numpy.random.PCG64.jumped</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/pcg64.html#extending">Extending</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.PCG64.cffi.html">numpy.random.PCG64.cffi</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.PCG64.ctypes.html">numpy.random.PCG64.ctypes</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/philox.html">Philox</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/philox.html#state">State</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.Philox.state.html">numpy.random.Philox.state</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/philox.html#parallel-generation">Parallel generation</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.Philox.advance.html">numpy.random.Philox.advance</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.Philox.jumped.html">numpy.random.Philox.jumped</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/philox.html#extending">Extending</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.Philox.cffi.html">numpy.random.Philox.cffi</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.Philox.ctypes.html">numpy.random.Philox.ctypes</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/sfc64.html">SFC64</a><ul>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/sfc64.html#state">State</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.SFC64.state.html">numpy.random.SFC64.state</a></li>
</ul>
</li>
<li class="toctree-l8"><a class="reference internal" href="reference/random/bit_generators/sfc64.html#extending">Extending</a><ul>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.SFC64.cffi.html">numpy.random.SFC64.cffi</a></li>
<li class="toctree-l9"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.SFC64.ctypes.html">numpy.random.SFC64.ctypes</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l5"><a class="reference internal" href="reference/random/bit_generators/index.html#seeding-and-entropy">Seeding and Entropy</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.SeedSequence.html">numpy.random.SeedSequence</a><ul>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.SeedSequence.generate_state.html">numpy.random.SeedSequence.generate_state</a></li>
<li class="toctree-l7"><a class="reference internal" href="reference/random/bit_generators/generated/numpy.random.SeedSequence.spawn.html">numpy.random.SeedSequence.spawn</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="reference/random/index.html#features">Features</a><ul>
<li class="toctree-l5"><a class="reference internal" href="reference/random/parallel.html">Parallel Applications</a><ul>
<li class="toctree-l6"><a class="reference internal" href="reference/random/parallel.html#seedsequence-spawning"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SeedSequence</span></code> spawning</a></li>
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<li class="toctree-l5"><a class="reference internal" href="reference/c-api/array.html#importing-the-api">Importing the API</a></li>
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<li class="toctree-l3"><a class="reference internal" href="reference/c-api/ufunc.html">UFunc API</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="reference/c-api/generalized-ufuncs.html">Generalized Universal Function API</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="reference/c-api/coremath.html">NumPy core libraries</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="reference/internals.html">NumPy internals</a><ul>
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<li class="toctree-l6"><a class="reference internal" href="reference/internals.code-explanations.html#id1">Setup</a></li>
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<li class="toctree-l3"><a class="reference internal" href="reference/alignment.html">Memory Alignment</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="reference/swig.html">NumPy and SWIG</a><ul>
<li class="toctree-l3"><a class="reference internal" href="reference/swig.interface-file.html">numpy.i: a SWIG Interface File for NumPy</a><ul>
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<li class="toctree-l1"><a class="reference internal" href="docs/index.html">NumPy’s Documentation</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.18.1-notes.html">1.18.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.18.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.18.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
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<li class="toctree-l2"><a class="reference internal" href="release/1.18.0-notes.html">1.18.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#new-functions">New functions</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#multivariate-hypergeometric-distribution-added-to-numpy-random">Multivariate hypergeometric distribution added to <code class="docutils literal notranslate"><span class="pre">numpy.random</span></code></a></li>
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<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#np-fromfile-and-np-fromstring-will-error-on-bad-data"><code class="docutils literal notranslate"><span class="pre">np.fromfile</span></code> and <code class="docutils literal notranslate"><span class="pre">np.fromstring</span></code> will error on bad data</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#deprecate-non-scalar-arrays-as-fill-values-in-ma-fill-value">Deprecate non-scalar arrays as fill values in <code class="docutils literal notranslate"><span class="pre">ma.fill_value</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#deprecate-pyarray-as1d-pyarray-as2d">Deprecate <code class="docutils literal notranslate"><span class="pre">PyArray_As1D</span></code>, <code class="docutils literal notranslate"><span class="pre">PyArray_As2D</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#deprecate-np-alen">Deprecate <code class="docutils literal notranslate"><span class="pre">np.alen</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#deprecate-the-financial-functions">Deprecate the financial functions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#the-axis-argument-to-numpy-ma-mask-cols-and-numpy-ma-mask-row-is-deprecated">The <code class="docutils literal notranslate"><span class="pre">axis</span></code> argument to <code class="docutils literal notranslate"><span class="pre">numpy.ma.mask_cols</span></code> and <code class="docutils literal notranslate"><span class="pre">numpy.ma.mask_row</span></code> is deprecated</a></li>
</ul>
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<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#expired-deprecations">Expired deprecations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#numpy-lib-recfunctions-drop-fields-can-no-longer-return-none"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.lib.recfunctions.drop_fields</span></code> can no longer return None</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#numpy-argmin-argmax-min-max-returns-nat-if-it-exists-in-array"><code class="docutils literal notranslate"><span class="pre">numpy.argmin/argmax/min/max</span></code> returns <code class="docutils literal notranslate"><span class="pre">NaT</span></code> if it exists in array</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#np-can-cast-np-uint64-np-timedelta64-casting-safe-is-now-false"><code class="docutils literal notranslate"><span class="pre">np.can_cast(np.uint64,</span> <span class="pre">np.timedelta64,</span> <span class="pre">casting='safe')</span></code> is now <code class="docutils literal notranslate"><span class="pre">False</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#changed-random-variate-stream-from-numpy-random-generator-integers">Changed random variate stream from <code class="docutils literal notranslate"><span class="pre">numpy.random.Generator.integers</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-more-ufunc-loops-for-datetime64-timedelta64">Add more ufunc loops for <code class="docutils literal notranslate"><span class="pre">datetime64</span></code>, <code class="docutils literal notranslate"><span class="pre">timedelta64</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#moved-modules-in-numpy-random">Moved modules in <code class="docutils literal notranslate"><span class="pre">numpy.random</span></code></a></li>
</ul>
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<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#pydatatype-isunsized-descr-now-returns-false-for-structured-datatypes"><code class="docutils literal notranslate"><span class="pre">PyDataType_ISUNSIZED(descr)</span></code> now returns False for structured datatypes</a></li>
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<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-our-own-pxd-cython-import-file">Add our own <code class="docutils literal notranslate"><span class="pre">*.pxd</span></code> cython import file</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#a-tuple-of-axes-can-now-be-input-to-expand-dims">A tuple of axes can now be input to <code class="docutils literal notranslate"><span class="pre">expand_dims</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#support-for-64-bit-openblas">Support for 64-bit OpenBLAS</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-f2cmap-option-to-f2py">Add <code class="docutils literal notranslate"><span class="pre">--f2cmap</span></code> option to F2PY</a></li>
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<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#different-c-numeric-types-of-the-same-size-have-unique-names">Different C numeric types of the same size have unique names</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#argwhere-now-produces-a-consistent-result-on-0d-arrays"><code class="docutils literal notranslate"><span class="pre">argwhere</span></code> now produces a consistent result on 0d arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-axis-argument-for-random-permutation-and-random-shuffle">Add <code class="docutils literal notranslate"><span class="pre">axis</span></code> argument for <code class="docutils literal notranslate"><span class="pre">random.permutation</span></code> and <code class="docutils literal notranslate"><span class="pre">random.shuffle</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#method-keyword-argument-for-np-random-multivariate-normal"><code class="docutils literal notranslate"><span class="pre">method</span></code> keyword argument for <code class="docutils literal notranslate"><span class="pre">np.random.multivariate_normal</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-complex-number-support-for-numpy-fromstring">Add complex number support for <code class="docutils literal notranslate"><span class="pre">numpy.fromstring</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#numpy-unique-has-consistent-axes-order-when-axis-is-not-none"><code class="docutils literal notranslate"><span class="pre">numpy.unique</span></code> has consistent axes order when <code class="docutils literal notranslate"><span class="pre">axis</span></code> is not None</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#numpy-matmul-with-boolean-output-now-converts-to-boolean-values"><code class="docutils literal notranslate"><span class="pre">numpy.matmul</span></code> with boolean output now converts to boolean values</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#numpy-random-randint-produced-incorrect-value-when-the-range-was-2-32"><code class="docutils literal notranslate"><span class="pre">numpy.random.randint</span></code> produced incorrect value when the range was <code class="docutils literal notranslate"><span class="pre">2**32</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-complex-number-support-for-numpy-fromfile">Add complex number support for <code class="docutils literal notranslate"><span class="pre">numpy.fromfile</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#std-c99-added-if-compiler-is-named-gcc"><code class="docutils literal notranslate"><span class="pre">std=c99</span></code> added if compiler is named <code class="docutils literal notranslate"><span class="pre">gcc</span></code></a></li>
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<li class="toctree-l3"><a class="reference internal" href="release/1.18.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#nat-now-sorts-to-the-end-of-arrays"><code class="docutils literal notranslate"><span class="pre">NaT</span></code> now sorts to the end of arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#incorrect-threshold-in-np-set-printoptions-raises-typeerror-or-valueerror">Incorrect <code class="docutils literal notranslate"><span class="pre">threshold</span></code> in <code class="docutils literal notranslate"><span class="pre">np.set_printoptions</span></code> raises <code class="docutils literal notranslate"><span class="pre">TypeError</span></code> or <code class="docutils literal notranslate"><span class="pre">ValueError</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#warn-when-saving-a-dtype-with-metadata">Warn when saving a dtype with metadata</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#numpy-distutils-append-behavior-changed-for-ldflags-and-similar"><code class="docutils literal notranslate"><span class="pre">numpy.distutils</span></code> append behavior changed for LDFLAGS and similar</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#remove-numpy-random-entropy-without-a-deprecation">Remove <code class="docutils literal notranslate"><span class="pre">numpy.random.entropy</span></code> without a deprecation</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.18.0-notes.html#add-options-to-quiet-build-configuration-and-build-with-werror">Add options to quiet build configuration and build with <code class="docutils literal notranslate"><span class="pre">-Werror</span></code></a></li>
</ul>
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</ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.17.5-notes.html">1.17.5</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.5-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.5-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.17.4-notes.html">1.17.4</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.4-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.17.3-notes.html">1.17.3</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.3-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.3-notes.html#compatibility-notes">Compatibility notes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.17.2-notes.html">1.17.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.17.1-notes.html">1.17.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.17.0-notes.html">1.17.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#new-functions">New functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#numpy-polynomial-functions-warn-when-passed-float-in-place-of-int"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.polynomial</span></code> functions warn when passed <code class="docutils literal notranslate"><span class="pre">float</span></code> in place of <code class="docutils literal notranslate"><span class="pre">int</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#deprecate-numpy-distutils-exec-command-and-temp-file-name">Deprecate <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.distutils.exec_command</span></code> and <code class="docutils literal notranslate"><span class="pre">temp_file_name</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#writeable-flag-of-c-api-wrapped-arrays">Writeable flag of C-API wrapped arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#numpy-nonzero-should-no-longer-be-called-on-0d-arrays"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.nonzero</span></code> should no longer be called on 0d arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#writing-to-the-result-of-numpy-broadcast-arrays-will-warn">Writing to the result of <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.broadcast_arrays</span></code> will warn</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#future-changes">Future Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#shape-1-fields-in-dtypes-won-t-be-collapsed-to-scalars-in-a-future-version">Shape-1 fields in dtypes won’t be collapsed to scalars in a future version</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#float16-subnormal-rounding"><code class="docutils literal notranslate"><span class="pre">float16</span></code> subnormal rounding</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#signed-zero-when-using-divmod">Signed zero when using divmod</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#maskedarray-mask-now-returns-a-view-of-the-mask-not-the-mask-itself"><code class="docutils literal notranslate"><span class="pre">MaskedArray.mask</span></code> now returns a view of the mask, not the mask itself</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#do-not-lookup-buffer-attribute-in-numpy-frombuffer">Do not lookup <code class="docutils literal notranslate"><span class="pre">__buffer__</span></code> attribute in <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.frombuffer</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#out-is-buffered-for-memory-overlaps-in-take-choose-put"><code class="docutils literal notranslate"><span class="pre">out</span></code> is buffered for memory overlaps in <code class="xref py py-obj docutils literal notranslate"><span class="pre">take</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">choose</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">put</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#unpickling-while-loading-requires-explicit-opt-in">Unpickling while loading requires explicit opt-in</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#potential-changes-to-the-random-stream-in-old-random-module">Potential changes to the random stream in old random module</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#i0-now-always-returns-a-result-with-the-same-shape-as-the-input"><code class="xref py py-obj docutils literal notranslate"><span class="pre">i0</span></code> now always returns a result with the same shape as the input</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#can-cast-no-longer-assumes-all-unsafe-casting-is-allowed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">can_cast</span></code> no longer assumes all unsafe casting is allowed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#ndarray-flags-writeable-can-be-switched-to-true-slightly-more-often"><code class="docutils literal notranslate"><span class="pre">ndarray.flags.writeable</span></code> can be switched to true slightly more often</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#dimension-or-stride-input-arguments-are-now-passed-by-npy-intp-const">dimension or stride input arguments are now passed by <code class="docutils literal notranslate"><span class="pre">npy_intp</span> <span class="pre">const*</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#new-extensible-numpy-random-module-with-selectable-random-number-generators">New extensible <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.random</span></code> module with selectable random number generators</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#libflame">libFLAME</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#user-defined-blas-detection-order">User-defined BLAS detection order</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#user-defined-lapack-detection-order">User-defined LAPACK detection order</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#ufunc-reduce-and-related-functions-now-accept-a-where-mask"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ufunc.reduce</span></code> and related functions now accept a <code class="docutils literal notranslate"><span class="pre">where</span></code> mask</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#timsort-and-radix-sort-have-replaced-mergesort-for-stable-sorting">Timsort and radix sort have replaced mergesort for stable sorting</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#packbits-and-unpackbits-accept-an-order-keyword"><code class="xref py py-obj docutils literal notranslate"><span class="pre">packbits</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">unpackbits</span></code> accept an <code class="docutils literal notranslate"><span class="pre">order</span></code> keyword</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#unpackbits-now-accepts-a-count-parameter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">unpackbits</span></code> now accepts a <code class="docutils literal notranslate"><span class="pre">count</span></code> parameter</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#linalg-svd-and-linalg-pinv-can-be-faster-on-hermitian-inputs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">linalg.svd</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">linalg.pinv</span></code> can be faster on hermitian inputs</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#divmod-operation-is-now-supported-for-two-timedelta64-operands">divmod operation is now supported for two <code class="docutils literal notranslate"><span class="pre">timedelta64</span></code> operands</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#fromfile-now-takes-an-offset-argument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">fromfile</span></code> now takes an <code class="docutils literal notranslate"><span class="pre">offset</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#new-mode-empty-for-pad">New mode “empty” for <code class="xref py py-obj docutils literal notranslate"><span class="pre">pad</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#empty-like-and-related-functions-now-accept-a-shape-argument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">empty_like</span></code> and related functions now accept a <code class="docutils literal notranslate"><span class="pre">shape</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#floating-point-scalars-implement-as-integer-ratio-to-match-the-builtin-float">Floating point scalars implement <code class="docutils literal notranslate"><span class="pre">as_integer_ratio</span></code> to match the builtin float</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#structured-dtype-objects-can-be-indexed-with-multiple-fields-names">Structured <code class="docutils literal notranslate"><span class="pre">dtype</span></code> objects can be indexed with multiple fields names</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#npy-files-support-unicode-field-names"><code class="docutils literal notranslate"><span class="pre">.npy</span></code> files support unicode field names</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#array-comparison-assertions-include-maximum-differences">Array comparison assertions include maximum differences</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#replacement-of-the-fftpack-based-fft-module-by-the-pocketfft-library">Replacement of the fftpack based <code class="xref py py-obj docutils literal notranslate"><span class="pre">fft</span></code> module by the pocketfft library</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#further-improvements-to-ctypes-support-in-numpy-ctypeslib">Further improvements to <code class="docutils literal notranslate"><span class="pre">ctypes</span></code> support in <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.ctypeslib</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#numpy-errstate-is-now-also-a-function-decorator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.errstate</span></code> is now also a function decorator</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#numpy-exp-and-numpy-log-speed-up-for-float32-implementation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.exp</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.log</span></code> speed up for float32 implementation</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#improve-performance-of-numpy-pad">Improve performance of <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.pad</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#numpy-interp-handles-infinities-more-robustly"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.interp</span></code> handles infinities more robustly</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#pathlib-support-for-fromfile-tofile-and-ndarray-dump">Pathlib support for <code class="xref py py-obj docutils literal notranslate"><span class="pre">fromfile</span></code>, <em class="xref py py-obj">tofile</em> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">ndarray.dump</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#specialized-isnan-isinf-and-isfinite-ufuncs-for-bool-and-int-types">Specialized <code class="xref py py-obj docutils literal notranslate"><span class="pre">isnan</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">isinf</span></code>, and <code class="xref py py-obj docutils literal notranslate"><span class="pre">isfinite</span></code> ufuncs for bool and int types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#isfinite-supports-datetime64-and-timedelta64-types"><code class="xref py py-obj docutils literal notranslate"><span class="pre">isfinite</span></code> supports <code class="docutils literal notranslate"><span class="pre">datetime64</span></code> and <code class="docutils literal notranslate"><span class="pre">timedelta64</span></code> types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#new-keywords-added-to-nan-to-num">New keywords added to <code class="xref py py-obj docutils literal notranslate"><span class="pre">nan_to_num</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#memoryerrors-caused-by-allocated-overly-large-arrays-are-more-descriptive">MemoryErrors caused by allocated overly large arrays are more descriptive</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#floor-ceil-and-trunc-now-respect-builtin-magic-methods"><code class="xref py py-obj docutils literal notranslate"><span class="pre">floor</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">ceil</span></code>, and <code class="xref py py-obj docutils literal notranslate"><span class="pre">trunc</span></code> now respect builtin magic methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#quantile-now-works-on-fraction-fraction-and-decimal-decimal-objects"><code class="xref py py-obj docutils literal notranslate"><span class="pre">quantile</span></code> now works on <em class="xref py py-obj">fraction.Fraction</em> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">decimal.Decimal</span></code> objects</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#support-of-object-arrays-in-matmul">Support of object arrays in <code class="xref py py-obj docutils literal notranslate"><span class="pre">matmul</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.17.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#median-and-percentile-family-of-functions-no-longer-warn-about-nan"><code class="xref py py-obj docutils literal notranslate"><span class="pre">median</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">percentile</span></code> family of functions no longer warn about <code class="docutils literal notranslate"><span class="pre">nan</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#timedelta64-0-behavior-adjusted-to-return-nat"><code class="docutils literal notranslate"><span class="pre">timedelta64</span> <span class="pre">%</span> <span class="pre">0</span></code> behavior adjusted to return <code class="docutils literal notranslate"><span class="pre">NaT</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#numpy-functions-now-always-support-overrides-with-array-function">NumPy functions now always support overrides with <code class="docutils literal notranslate"><span class="pre">__array_function__</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#lib-recfunctions-structured-to-unstructured-does-not-squeeze-single-field-views"><code class="docutils literal notranslate"><span class="pre">lib.recfunctions.structured_to_unstructured</span></code> does not squeeze single-field views</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#clip-now-uses-a-ufunc-under-the-hood"><code class="xref py py-obj docutils literal notranslate"><span class="pre">clip</span></code> now uses a ufunc under the hood</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#array-interface-offset-now-works-as-documented"><code class="docutils literal notranslate"><span class="pre">__array_interface__</span></code> offset now works as documented</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#pickle-protocol-in-savez-set-to-3-for-force-zip64-flag">Pickle protocol in <code class="xref py py-obj docutils literal notranslate"><span class="pre">savez</span></code> set to 3 for <code class="docutils literal notranslate"><span class="pre">force</span> <span class="pre">zip64</span></code> flag</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.17.0-notes.html#structured-arrays-indexed-with-non-existent-fields-raise-keyerror-not-valueerror">Structured arrays indexed with non-existent fields raise <code class="docutils literal notranslate"><span class="pre">KeyError</span></code> not <code class="docutils literal notranslate"><span class="pre">ValueError</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.6-notes.html">1.16.6</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.6-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.6-notes.html#new-functions">New functions</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.6-notes.html#allow-matmul-operator-to-work-with-object-arrays">Allow matmul (<em class="xref py py-obj">&#64;</em> operator) to work with object arrays.</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.6-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.6-notes.html#fix-regression-in-matmul-operator-for-boolean-types">Fix regression in matmul (<em class="xref py py-obj">&#64;</em> operator) for boolean types</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.6-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.6-notes.html#array-comparison-assertions-include-maximum-differences">Array comparison assertions include maximum differences</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.6-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.6-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.5-notes.html">1.16.5</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.5-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.5-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.4-notes.html">1.16.4</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.4-notes.html#new-deprecations">New deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.4-notes.html#writeable-flag-of-c-api-wrapped-arrays">Writeable flag of C-API wrapped arrays</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.4-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.4-notes.html#potential-changes-to-the-random-stream">Potential changes to the random stream</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.4-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.4-notes.html#numpy-lib-recfunctions-structured-to-unstructured-does-not-squeeze-single-field-views"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.lib.recfunctions.structured_to_unstructured</span></code> does not squeeze single-field views</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.3-notes.html">1.16.3</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.3-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.3-notes.html#unpickling-while-loading-requires-explicit-opt-in">Unpickling while loading requires explicit opt-in</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.3-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.3-notes.html#covariance-in-random-mvnormal-cast-to-double">Covariance in <em class="xref py py-obj">random.mvnormal</em> cast to double</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.3-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.3-notes.html#array-interface-offset-now-works-as-documented"><code class="docutils literal notranslate"><span class="pre">__array_interface__</span></code> offset now works as documented</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.2-notes.html">1.16.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.2-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.2-notes.html#signed-zero-when-using-divmod">Signed zero when using divmod</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.1-notes.html">1.16.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.1-notes.html#enhancements">Enhancements</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.1-notes.html#compatibility-notes">Compatibility notes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.1-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.1-notes.html#divmod-operation-is-now-supported-for-two-timedelta64-operands">divmod operation is now supported for two <code class="docutils literal notranslate"><span class="pre">timedelta64</span></code> operands</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.1-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.1-notes.html#further-improvements-to-ctypes-support-in-np-ctypeslib">Further improvements to <code class="docutils literal notranslate"><span class="pre">ctypes</span></code> support in <code class="docutils literal notranslate"><span class="pre">np.ctypeslib</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.1-notes.html#array-comparison-assertions-include-maximum-differences">Array comparison assertions include maximum differences</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.1-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.1-notes.html#timedelta64-0-behavior-adjusted-to-return-nat"><code class="docutils literal notranslate"><span class="pre">timedelta64</span> <span class="pre">%</span> <span class="pre">0</span></code> behavior adjusted to return <code class="docutils literal notranslate"><span class="pre">NaT</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.16.0-notes.html">1.16.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#new-functions">New functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#new-deprecations">New deprecations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#expired-deprecations">Expired deprecations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#future-changes">Future changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#f2py-script-on-windows">f2py script on Windows</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#nat-comparisons">NaT comparisons</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#complex64-128-alignment-has-changed">complex64/128 alignment has changed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#nd-grid-len-removal">nd_grid __len__ removal</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#np-unravel-index-now-accepts-shape-keyword-argument"><code class="docutils literal notranslate"><span class="pre">np.unravel_index</span></code> now accepts <code class="docutils literal notranslate"><span class="pre">shape</span></code> keyword argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#multi-field-views-return-a-view-instead-of-a-copy">multi-field views return a view instead of a copy</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#c-api-changes">C API changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#integrated-squared-error-ise-estimator-added-to-histogram">Integrated squared error (ISE) estimator added to <code class="docutils literal notranslate"><span class="pre">histogram</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#max-rows-keyword-added-for-np-loadtxt"><code class="docutils literal notranslate"><span class="pre">max_rows</span></code> keyword added for <code class="docutils literal notranslate"><span class="pre">np.loadtxt</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#modulus-operator-support-added-for-np-timedelta64-operands">modulus operator support added for <code class="docutils literal notranslate"><span class="pre">np.timedelta64</span></code> operands</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#no-copy-pickling-of-numpy-arrays">no-copy pickling of numpy arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#build-shell-independence">build shell independence</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#np-polynomial-polynomial-classes-render-in-latex-in-jupyter-notebooks"><em class="xref py py-obj">np.polynomial.Polynomial</em> classes render in LaTeX in Jupyter notebooks</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#randint-and-choice-now-work-on-empty-distributions"><code class="docutils literal notranslate"><span class="pre">randint</span></code> and <code class="docutils literal notranslate"><span class="pre">choice</span></code> now work on empty distributions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#linalg-lstsq-linalg-qr-and-linalg-svd-now-work-with-empty-arrays"><code class="docutils literal notranslate"><span class="pre">linalg.lstsq</span></code>, <code class="docutils literal notranslate"><span class="pre">linalg.qr</span></code>, and <code class="docutils literal notranslate"><span class="pre">linalg.svd</span></code> now work with empty arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#chain-exceptions-to-give-better-error-messages-for-invalid-pep3118-format-strings">Chain exceptions to give better error messages for invalid PEP3118 format strings</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#einsum-optimization-path-updates-and-efficiency-improvements">Einsum optimization path updates and efficiency improvements</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#numpy-angle-and-numpy-expand-dims-now-work-on-ndarray-subclasses"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.angle</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.expand_dims</span></code> now work on <code class="docutils literal notranslate"><span class="pre">ndarray</span></code> subclasses</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#npy-no-deprecated-api-compiler-warning-suppression"><code class="docutils literal notranslate"><span class="pre">NPY_NO_DEPRECATED_API</span></code> compiler warning suppression</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#np-diff-added-kwargs-prepend-and-append"><code class="docutils literal notranslate"><span class="pre">np.diff</span></code> Added kwargs prepend and append</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#arm-support-updated">ARM support updated</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#appending-to-build-flags">Appending to build flags</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#generalized-ufunc-signatures-now-allow-fixed-size-dimensions">Generalized ufunc signatures now allow fixed-size dimensions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#generalized-ufunc-signatures-now-allow-flexible-dimensions">Generalized ufunc signatures now allow flexible dimensions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#np-clip-and-the-clip-method-check-for-memory-overlap"><code class="docutils literal notranslate"><span class="pre">np.clip</span></code> and the <code class="docutils literal notranslate"><span class="pre">clip</span></code> method check for memory overlap</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#new-value-unscaled-for-option-cov-in-np-polyfit">New value <code class="docutils literal notranslate"><span class="pre">unscaled</span></code> for option <code class="docutils literal notranslate"><span class="pre">cov</span></code> in <code class="docutils literal notranslate"><span class="pre">np.polyfit</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#detailed-docstrings-for-scalar-numeric-types">Detailed docstrings for scalar numeric types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#module-attribute-now-points-to-public-modules"><code class="docutils literal notranslate"><span class="pre">__module__</span></code> attribute now points to public modules</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#large-allocations-marked-as-suitable-for-transparent-hugepages">Large allocations marked as suitable for transparent hugepages</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#alpine-linux-and-other-musl-c-library-distros-support">Alpine Linux (and other musl c library distros) support</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#speedup-np-block-for-large-arrays">Speedup <code class="docutils literal notranslate"><span class="pre">np.block</span></code> for large arrays</a><ul>
<li class="toctree-l5"><a class="reference internal" href="release/1.16.0-notes.html#arr-ctypes-data-as-holds-a-reference-to-arr"><code class="docutils literal notranslate"><span class="pre">arr.ctypes.data_as(...)</span></code> holds a reference to arr</a></li>
</ul>
</li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#speedup-np-take-for-read-only-arrays">Speedup <code class="docutils literal notranslate"><span class="pre">np.take</span></code> for read-only arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#support-path-like-objects-for-more-functions">Support path-like objects for more functions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#better-behaviour-of-ufunc-identities-during-reductions">Better behaviour of ufunc identities during reductions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#improved-conversion-from-ctypes-objects">Improved conversion from ctypes objects</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#a-new-ndpointer-contents-member">A new <code class="docutils literal notranslate"><span class="pre">ndpointer.contents</span></code> member</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#matmul-is-now-a-ufunc"><code class="docutils literal notranslate"><span class="pre">matmul</span></code> is now a <code class="docutils literal notranslate"><span class="pre">ufunc</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#start-and-stop-arrays-for-linspace-logspace-and-geomspace">Start and stop arrays for <code class="docutils literal notranslate"><span class="pre">linspace</span></code>, <code class="docutils literal notranslate"><span class="pre">logspace</span></code> and <code class="docutils literal notranslate"><span class="pre">geomspace</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#ci-extended-with-additional-services">CI extended with additional services</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.16.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#comparison-ufuncs-will-now-error-rather-than-return-notimplemented">Comparison ufuncs will now error rather than return NotImplemented</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#positive-will-now-raise-a-deprecation-warning-for-non-numerical-arrays">Positive will now raise a deprecation warning for non-numerical arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#ndarrayoperatorsmixin-now-implements-matrix-multiplication"><code class="docutils literal notranslate"><span class="pre">NDArrayOperatorsMixin</span></code> now implements matrix multiplication</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#the-scaling-of-the-covariance-matrix-in-np-polyfit-is-different">The scaling of the covariance matrix in <code class="docutils literal notranslate"><span class="pre">np.polyfit</span></code> is different</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#maximum-and-minimum-no-longer-emit-warnings"><code class="docutils literal notranslate"><span class="pre">maximum</span></code> and <code class="docutils literal notranslate"><span class="pre">minimum</span></code> no longer emit warnings</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#umath-and-multiarray-c-extension-modules-merged-into-a-single-module">Umath and multiarray c-extension modules merged into a single module</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#getfield-validity-checks-extended"><code class="docutils literal notranslate"><span class="pre">getfield</span></code> validity checks extended</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#numpy-functions-now-support-overrides-with-array-function">NumPy functions now support overrides with <code class="docutils literal notranslate"><span class="pre">__array_function__</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.16.0-notes.html#arrays-based-off-readonly-buffers-cannot-be-set-writeable">Arrays based off readonly buffers cannot be set <code class="docutils literal notranslate"><span class="pre">writeable</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.15.4-notes.html">1.15.4</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.4-notes.html#compatibility-note">Compatibility Note</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.15.3-notes.html">1.15.3</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.3-notes.html#compatibility-note">Compatibility Note</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.15.2-notes.html">1.15.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.2-notes.html#compatibility-note">Compatibility Note</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.15.1-notes.html">1.15.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.1-notes.html#compatibility-note">Compatibility Note</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.15.0-notes.html">1.15.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#new-functions">New functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#deprecations">Deprecations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#compiled-testing-modules-renamed-and-made-private">Compiled testing modules renamed and made private</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#the-npzfile-returned-by-np-savez-is-now-a-collections-abc-mapping">The <code class="docutils literal notranslate"><span class="pre">NpzFile</span></code> returned by <code class="docutils literal notranslate"><span class="pre">np.savez</span></code> is now a <code class="docutils literal notranslate"><span class="pre">collections.abc.Mapping</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#under-certain-conditions-nditer-must-be-used-in-a-context-manager">Under certain conditions, <code class="docutils literal notranslate"><span class="pre">nditer</span></code> must be used in a context manager</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#numpy-has-switched-to-using-pytest-instead-of-nose-for-testing">Numpy has switched to using pytest instead of nose for testing</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#numpy-no-longer-monkey-patches-ctypes-with-array-interface">Numpy no longer monkey-patches <code class="docutils literal notranslate"><span class="pre">ctypes</span></code> with <code class="docutils literal notranslate"><span class="pre">__array_interface__</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-ma-notmasked-contiguous-and-np-ma-flatnotmasked-contiguous-always-return-lists"><code class="docutils literal notranslate"><span class="pre">np.ma.notmasked_contiguous</span></code> and <code class="docutils literal notranslate"><span class="pre">np.ma.flatnotmasked_contiguous</span></code> always return lists</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-squeeze-restores-old-behavior-of-objects-that-cannot-handle-an-axis-argument"><code class="docutils literal notranslate"><span class="pre">np.squeeze</span></code> restores old behavior of objects that cannot handle an <code class="docutils literal notranslate"><span class="pre">axis</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#unstructured-void-array-s-item-method-now-returns-a-bytes-object">unstructured void array’s <code class="docutils literal notranslate"><span class="pre">.item</span></code> method now returns a bytes object</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#copy-copy-and-copy-deepcopy-no-longer-turn-masked-into-an-array"><code class="docutils literal notranslate"><span class="pre">copy.copy</span></code> and <code class="docutils literal notranslate"><span class="pre">copy.deepcopy</span></code> no longer turn <code class="docutils literal notranslate"><span class="pre">masked</span></code> into an array</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#multifield-indexing-of-structured-arrays-will-still-return-a-copy">Multifield Indexing of Structured Arrays will still return a copy</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#new-functions-npy-get-floatstatus-barrier-and-npy-clear-floatstatus-barrier">New functions <code class="docutils literal notranslate"><span class="pre">npy_get_floatstatus_barrier</span></code> and <code class="docutils literal notranslate"><span class="pre">npy_clear_floatstatus_barrier</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#changes-to-pyarray-getdtypetransferfunction">Changes to <code class="docutils literal notranslate"><span class="pre">PyArray_GetDTypeTransferFunction</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-gcd-and-np-lcm-ufuncs-added-for-integer-and-objects-types"><code class="docutils literal notranslate"><span class="pre">np.gcd</span></code> and <code class="docutils literal notranslate"><span class="pre">np.lcm</span></code> ufuncs added for integer and objects types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#support-for-cross-platform-builds-for-ios">Support for cross-platform builds for iOS</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#return-indices-keyword-added-for-np-intersect1d"><code class="docutils literal notranslate"><span class="pre">return_indices</span></code> keyword added for <code class="docutils literal notranslate"><span class="pre">np.intersect1d</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-quantile-and-np-nanquantile"><code class="docutils literal notranslate"><span class="pre">np.quantile</span></code> and <code class="docutils literal notranslate"><span class="pre">np.nanquantile</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#build-system">Build system</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.15.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-einsum-updates"><code class="docutils literal notranslate"><span class="pre">np.einsum</span></code> updates</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-ufunc-reduce-and-related-functions-now-accept-an-initial-value"><code class="docutils literal notranslate"><span class="pre">np.ufunc.reduce</span></code> and related functions now accept an initial value</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-flip-can-operate-over-multiple-axes"><code class="docutils literal notranslate"><span class="pre">np.flip</span></code> can operate over multiple axes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#histogram-and-histogramdd-functions-have-moved-to-np-lib-histograms"><code class="docutils literal notranslate"><span class="pre">histogram</span></code> and <code class="docutils literal notranslate"><span class="pre">histogramdd</span></code> functions have moved to <code class="docutils literal notranslate"><span class="pre">np.lib.histograms</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#histogram-will-accept-nan-values-when-explicit-bins-are-given"><code class="docutils literal notranslate"><span class="pre">histogram</span></code> will accept NaN values when explicit bins are given</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#histogram-works-on-datetime-types-when-explicit-bin-edges-are-given"><code class="docutils literal notranslate"><span class="pre">histogram</span></code> works on datetime types, when explicit bin edges are given</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#histogram-auto-estimator-handles-limited-variance-better"><code class="docutils literal notranslate"><span class="pre">histogram</span></code> “auto” estimator handles limited variance better</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#the-edges-retuned-by-histogram-and-histogramdd-now-match-the-data-float-type">The edges retuned by <em class="xref py py-obj">histogram`</em> and <code class="docutils literal notranslate"><span class="pre">histogramdd</span></code> now match the data float type</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#histogramdd-allows-explicit-ranges-to-be-given-in-a-subset-of-axes"><code class="docutils literal notranslate"><span class="pre">histogramdd</span></code> allows explicit ranges to be given in a subset of axes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#the-normed-arguments-of-histogramdd-and-histogram2d-have-been-renamed">The normed arguments of <code class="docutils literal notranslate"><span class="pre">histogramdd</span></code> and <code class="docutils literal notranslate"><span class="pre">histogram2d</span></code> have been renamed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-r-works-with-0d-arrays-and-np-ma-mr-works-with-np-ma-masked"><code class="docutils literal notranslate"><span class="pre">np.r_</span></code> works with 0d arrays, and <code class="docutils literal notranslate"><span class="pre">np.ma.mr_</span></code> works with <code class="docutils literal notranslate"><span class="pre">np.ma.masked</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-ptp-accepts-a-keepdims-argument-and-extended-axis-tuples"><code class="docutils literal notranslate"><span class="pre">np.ptp</span></code> accepts a <code class="docutils literal notranslate"><span class="pre">keepdims</span></code> argument, and extended axis tuples</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#maskedarray-astype-now-is-identical-to-ndarray-astype"><code class="docutils literal notranslate"><span class="pre">MaskedArray.astype</span></code> now is identical to <code class="docutils literal notranslate"><span class="pre">ndarray.astype</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#enable-avx2-avx512-at-compile-time">Enable AVX2/AVX512 at compile time</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#nan-to-num-always-returns-scalars-when-receiving-scalar-or-0d-inputs"><code class="docutils literal notranslate"><span class="pre">nan_to_num</span></code> always returns scalars when receiving scalar or 0d inputs</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-flatnonzero-works-on-numpy-convertible-types"><code class="docutils literal notranslate"><span class="pre">np.flatnonzero</span></code> works on numpy-convertible types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#np-interp-returns-numpy-scalars-rather-than-builtin-scalars"><code class="docutils literal notranslate"><span class="pre">np.interp</span></code> returns numpy scalars rather than builtin scalars</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#allow-dtype-field-names-to-be-unicode-in-python-2">Allow dtype field names to be unicode in Python 2</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#comparison-ufuncs-accept-dtype-object-overriding-the-default-bool">Comparison ufuncs accept <code class="docutils literal notranslate"><span class="pre">dtype=object</span></code>, overriding the default <code class="docutils literal notranslate"><span class="pre">bool</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#sort-functions-accept-kind-stable"><code class="docutils literal notranslate"><span class="pre">sort</span></code> functions accept <code class="docutils literal notranslate"><span class="pre">kind='stable'</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#do-not-make-temporary-copies-for-in-place-accumulation">Do not make temporary copies for in-place accumulation</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#linalg-matrix-power-can-now-handle-stacks-of-matrices"><code class="docutils literal notranslate"><span class="pre">linalg.matrix_power</span></code> can now handle stacks of matrices</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#increased-performance-in-random-permutation-for-multidimensional-arrays">Increased performance in <code class="docutils literal notranslate"><span class="pre">random.permutation</span></code> for multidimensional arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#generalized-ufuncs-now-accept-axes-axis-and-keepdims-arguments">Generalized ufuncs now accept <code class="docutils literal notranslate"><span class="pre">axes</span></code>, <code class="docutils literal notranslate"><span class="pre">axis</span></code> and <code class="docutils literal notranslate"><span class="pre">keepdims</span></code> arguments</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#float128-values-now-print-correctly-on-ppc-systems">float128 values now print correctly on ppc systems</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.15.0-notes.html#new-np-take-along-axis-and-np-put-along-axis-functions">New <code class="docutils literal notranslate"><span class="pre">np.take_along_axis</span></code> and <code class="docutils literal notranslate"><span class="pre">np.put_along_axis</span></code> functions</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.6-notes.html">1.14.6</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.6-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.6-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.5-notes.html">1.14.5</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.5-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.5-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.4-notes.html">1.14.4</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.3-notes.html">1.14.3</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.2-notes.html">1.14.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.1-notes.html">1.14.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.14.0-notes.html">1.14.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#new-functions">New functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#deprecations">Deprecations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#the-mask-of-a-masked-array-view-is-also-a-view-rather-than-a-copy">The mask of a masked array view is also a view rather than a copy</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#np-ma-masked-is-no-longer-writeable"><code class="docutils literal notranslate"><span class="pre">np.ma.masked</span></code> is no longer writeable</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#np-ma-functions-producing-fill-value-s-have-changed"><code class="docutils literal notranslate"><span class="pre">np.ma</span></code> functions producing <code class="docutils literal notranslate"><span class="pre">fill_value</span></code> s have changed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#a-flat-array-returns-non-writeable-arrays-when-a-is-non-contiguous"><code class="docutils literal notranslate"><span class="pre">a.flat.__array__()</span></code> returns non-writeable arrays when <code class="docutils literal notranslate"><span class="pre">a</span></code> is non-contiguous</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#np-tensordot-now-returns-zero-array-when-contracting-over-0-length-dimension"><code class="docutils literal notranslate"><span class="pre">np.tensordot</span></code> now returns zero array when contracting over 0-length dimension</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#numpy-testing-reorganized"><code class="docutils literal notranslate"><span class="pre">numpy.testing</span></code> reorganized</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#np-asfarray-no-longer-accepts-non-dtypes-through-the-dtype-argument"><code class="docutils literal notranslate"><span class="pre">np.asfarray</span></code> no longer accepts non-dtypes through the <code class="docutils literal notranslate"><span class="pre">dtype</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#d-np-linalg-norm-preserves-float-input-types-even-for-arbitrary-orders">1D <code class="docutils literal notranslate"><span class="pre">np.linalg.norm</span></code> preserves float input types, even for arbitrary orders</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#count-nonzero-arr-axis-now-counts-over-no-axes-not-all-axes"><code class="docutils literal notranslate"><span class="pre">count_nonzero(arr,</span> <span class="pre">axis=())</span></code> now counts over no axes, not all axes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#init-py-files-added-to-test-directories"><code class="docutils literal notranslate"><span class="pre">__init__.py</span></code> files added to test directories</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#astype-bool-on-unstructured-void-arrays-now-calls-bool-on-each-element"><code class="docutils literal notranslate"><span class="pre">.astype(bool)</span></code> on unstructured void arrays now calls <code class="docutils literal notranslate"><span class="pre">bool</span></code> on each element</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#maskedarray-squeeze-never-returns-np-ma-masked"><code class="docutils literal notranslate"><span class="pre">MaskedArray.squeeze</span></code> never returns <code class="docutils literal notranslate"><span class="pre">np.ma.masked</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#renamed-first-parameter-of-can-cast-from-from-to-from">Renamed first parameter of <code class="docutils literal notranslate"><span class="pre">can_cast</span></code> from <code class="docutils literal notranslate"><span class="pre">from</span></code> to <code class="docutils literal notranslate"><span class="pre">from_</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#isnat-raises-typeerror-when-passed-wrong-type"><code class="docutils literal notranslate"><span class="pre">isnat</span></code> raises <code class="docutils literal notranslate"><span class="pre">TypeError</span></code> when passed wrong type</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#dtype-getitem-raises-typeerror-when-passed-wrong-type"><code class="docutils literal notranslate"><span class="pre">dtype.__getitem__</span></code> raises <code class="docutils literal notranslate"><span class="pre">TypeError</span></code> when passed wrong type</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#user-defined-types-now-need-to-implement-str-and-repr">User-defined types now need to implement <code class="docutils literal notranslate"><span class="pre">__str__</span></code> and <code class="docutils literal notranslate"><span class="pre">__repr__</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#many-changes-to-array-printing-disableable-with-the-new-legacy-printing-mode">Many changes to array printing, disableable with the new “legacy” printing mode</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#pypy-compatible-alternative-to-updateifcopy-arrays">PyPy compatible alternative to <code class="docutils literal notranslate"><span class="pre">UPDATEIFCOPY</span></code> arrays</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#encoding-argument-for-text-io-functions">Encoding argument for text IO functions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#external-nose-plugins-are-usable-by-numpy-testing-tester">External <code class="docutils literal notranslate"><span class="pre">nose</span></code> plugins are usable by <code class="docutils literal notranslate"><span class="pre">numpy.testing.Tester</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#parametrize-decorator-added-to-numpy-testing"><code class="docutils literal notranslate"><span class="pre">parametrize</span></code> decorator added to <code class="docutils literal notranslate"><span class="pre">numpy.testing</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#chebinterpolate-function-added-to-numpy-polynomial-chebyshev"><code class="docutils literal notranslate"><span class="pre">chebinterpolate</span></code> function added to <code class="docutils literal notranslate"><span class="pre">numpy.polynomial.chebyshev</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#support-for-reading-lzma-compressed-text-files-in-python-3">Support for reading lzma compressed text files in Python 3</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#sign-option-added-to-np-setprintoptions-and-np-array2string"><code class="docutils literal notranslate"><span class="pre">sign</span></code> option added to <code class="docutils literal notranslate"><span class="pre">np.setprintoptions</span></code> and <code class="docutils literal notranslate"><span class="pre">np.array2string</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#hermitian-option-added-to-np-linalg-matrix-rank"><code class="docutils literal notranslate"><span class="pre">hermitian</span></code> option added to``np.linalg.matrix_rank``</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#threshold-and-edgeitems-options-added-to-np-array2string"><code class="docutils literal notranslate"><span class="pre">threshold</span></code> and <code class="docutils literal notranslate"><span class="pre">edgeitems</span></code> options added to <code class="docutils literal notranslate"><span class="pre">np.array2string</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#concatenate-and-stack-gained-an-out-argument"><code class="docutils literal notranslate"><span class="pre">concatenate</span></code> and <code class="docutils literal notranslate"><span class="pre">stack</span></code> gained an <code class="docutils literal notranslate"><span class="pre">out</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#support-for-pgi-flang-compiler-on-windows">Support for PGI flang compiler on Windows</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#numerator-degrees-of-freedom-in-random-noncentral-f-need-only-be-positive">Numerator degrees of freedom in <code class="docutils literal notranslate"><span class="pre">random.noncentral_f</span></code> need only be positive.</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#the-gil-is-released-for-all-np-einsum-variations">The GIL is released for all <code class="docutils literal notranslate"><span class="pre">np.einsum</span></code> variations</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#the-np-einsum-function-will-use-blas-when-possible-and-optimize-by-default">The <em class="xref py py-obj">np.einsum</em> function will use BLAS when possible and optimize by default</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#f2py-now-handles-arrays-of-dimension-0"><code class="docutils literal notranslate"><span class="pre">f2py</span></code> now handles arrays of dimension 0</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#numpy-distutils-supports-using-msvc-and-mingw64-gfortran-together"><code class="docutils literal notranslate"><span class="pre">numpy.distutils</span></code> supports using MSVC and mingw64-gfortran together</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#np-linalg-pinv-now-works-on-stacked-matrices"><code class="docutils literal notranslate"><span class="pre">np.linalg.pinv</span></code> now works on stacked matrices</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#numpy-save-aligns-data-to-64-bytes-instead-of-16"><code class="docutils literal notranslate"><span class="pre">numpy.save</span></code> aligns data to 64 bytes instead of 16</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#npz-files-now-can-be-written-without-using-temporary-files">NPZ files now can be written without using temporary files</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#better-support-for-empty-structured-and-string-types">Better support for empty structured and string types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#support-for-decimal-decimal-in-np-lib-financial">Support for <code class="docutils literal notranslate"><span class="pre">decimal.Decimal</span></code> in <code class="docutils literal notranslate"><span class="pre">np.lib.financial</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#float-printing-now-uses-dragon4-algorithm-for-shortest-decimal-representation">Float printing now uses “dragon4” algorithm for shortest decimal representation</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#void-datatype-elements-are-now-printed-in-hex-notation"><code class="docutils literal notranslate"><span class="pre">void</span></code> datatype elements are now printed in hex notation</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#printing-style-for-void-datatypes-is-now-independently-customizable">printing style for <code class="docutils literal notranslate"><span class="pre">void</span></code> datatypes is now independently customizable</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#reduced-memory-usage-of-np-loadtxt">Reduced memory usage of <code class="docutils literal notranslate"><span class="pre">np.loadtxt</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.14.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#multiple-field-indexing-assignment-of-structured-arrays">Multiple-field indexing/assignment of structured arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#integer-and-void-scalars-are-now-unaffected-by-np-set-string-function">Integer and Void scalars are now unaffected by <code class="docutils literal notranslate"><span class="pre">np.set_string_function</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#d-array-printing-changed-style-arg-of-array2string-deprecated">0d array printing changed, <code class="docutils literal notranslate"><span class="pre">style</span></code> arg of array2string deprecated</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#seeding-randomstate-using-an-array-requires-a-1-d-array">Seeding <code class="docutils literal notranslate"><span class="pre">RandomState</span></code> using an array requires a 1-d array</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#maskedarray-objects-show-a-more-useful-repr"><code class="docutils literal notranslate"><span class="pre">MaskedArray</span></code> objects show a more useful <code class="docutils literal notranslate"><span class="pre">repr</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.14.0-notes.html#the-repr-of-np-polynomial-classes-is-more-explicit">The <code class="docutils literal notranslate"><span class="pre">repr</span></code> of <code class="docutils literal notranslate"><span class="pre">np.polynomial</span></code> classes is more explicit</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.13.3-notes.html">1.13.3</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.13.2-notes.html">1.13.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.13.1-notes.html">1.13.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.1-notes.html#contributors">Contributors</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.13.0-notes.html">1.13.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#new-functions">New functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#deprecations">Deprecations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#build-system-changes">Build System Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#error-type-changes">Error type changes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#tuple-object-dtypes">Tuple object dtypes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#deprecationwarning-to-error">DeprecationWarning to error</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#futurewarning-to-changed-behavior">FutureWarning to changed behavior</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#dtypes-are-now-always-true">dtypes are now always true</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#getslice-and-setslice-are-no-longer-needed-in-ndarray-subclasses"><code class="docutils literal notranslate"><span class="pre">__getslice__</span></code> and <code class="docutils literal notranslate"><span class="pre">__setslice__</span></code> are no longer needed in <code class="docutils literal notranslate"><span class="pre">ndarray</span></code> subclasses</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#indexing-maskedarrays-constants-with-ellipsis-now-returns-maskedarray">Indexing MaskedArrays/Constants with <code class="docutils literal notranslate"><span class="pre">...</span></code> (ellipsis) now returns MaskedArray</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#gufuncs-on-empty-arrays-and-npyiter-axis-removal">GUfuncs on empty arrays and NpyIter axis removal</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#pyarray-mapiterarraycopyifoverlap-added-to-numpy-c-api"><code class="docutils literal notranslate"><span class="pre">PyArray_MapIterArrayCopyIfOverlap</span></code> added to NumPy C-API</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#array-ufunc-added"><code class="docutils literal notranslate"><span class="pre">__array_ufunc__</span></code> added</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#new-positive-ufunc">New <code class="docutils literal notranslate"><span class="pre">positive</span></code> ufunc</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#new-divmod-ufunc">New <code class="docutils literal notranslate"><span class="pre">divmod</span></code> ufunc</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-isnat-ufunc-tests-for-nat-special-datetime-and-timedelta-values"><code class="docutils literal notranslate"><span class="pre">np.isnat</span></code> ufunc tests for NaT special datetime and timedelta values</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-heaviside-ufunc-computes-the-heaviside-function"><code class="docutils literal notranslate"><span class="pre">np.heaviside</span></code> ufunc computes the Heaviside function</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-block-function-for-creating-blocked-arrays"><code class="docutils literal notranslate"><span class="pre">np.block</span></code> function for creating blocked arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#isin-function-improving-on-in1d"><code class="docutils literal notranslate"><span class="pre">isin</span></code> function, improving on <code class="docutils literal notranslate"><span class="pre">in1d</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#temporary-elision">Temporary elision</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#axes-argument-for-unique"><code class="docutils literal notranslate"><span class="pre">axes</span></code> argument for <code class="docutils literal notranslate"><span class="pre">unique</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-gradient-now-supports-unevenly-spaced-data"><code class="docutils literal notranslate"><span class="pre">np.gradient</span></code> now supports unevenly spaced data</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#support-for-returning-arrays-of-arbitrary-dimensions-in-apply-along-axis">Support for returning arrays of arbitrary dimensions in <code class="docutils literal notranslate"><span class="pre">apply_along_axis</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#ndim-property-added-to-dtype-to-complement-shape"><code class="docutils literal notranslate"><span class="pre">.ndim</span></code> property added to <code class="docutils literal notranslate"><span class="pre">dtype</span></code> to complement <code class="docutils literal notranslate"><span class="pre">.shape</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#support-for-tracemalloc-in-python-3-6">Support for tracemalloc in Python 3.6</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#numpy-may-be-built-with-relaxed-stride-checking-debugging">NumPy may be built with relaxed stride checking debugging</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#ufunc-behavior-for-overlapping-inputs">Ufunc behavior for overlapping inputs</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#partial-support-for-64-bit-f2py-extensions-with-mingw">Partial support for 64-bit f2py extensions with MinGW</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#performance-improvements-for-packbits-and-unpackbits">Performance improvements for <code class="docutils literal notranslate"><span class="pre">packbits</span></code> and <code class="docutils literal notranslate"><span class="pre">unpackbits</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#fix-for-ppc-long-double-floating-point-information">Fix for PPC long double floating point information</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#better-default-repr-for-ndarray-subclasses">Better default repr for <code class="docutils literal notranslate"><span class="pre">ndarray</span></code> subclasses</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#more-reliable-comparisons-of-masked-arrays">More reliable comparisons of masked arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-matrix-with-booleans-elements-can-now-be-created-using-the-string-syntax">np.matrix with booleans elements can now be created using the string syntax</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#more-linalg-operations-now-accept-empty-vectors-and-matrices">More <code class="docutils literal notranslate"><span class="pre">linalg</span></code> operations now accept empty vectors and matrices</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#bundled-version-of-lapack-is-now-3-2-2">Bundled version of LAPACK is now 3.2.2</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#reduce-of-np-hypot-reduce-and-np-logical-xor-allowed-in-more-cases"><code class="docutils literal notranslate"><span class="pre">reduce</span></code> of <code class="docutils literal notranslate"><span class="pre">np.hypot.reduce</span></code> and <code class="docutils literal notranslate"><span class="pre">np.logical_xor</span></code> allowed in more cases</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#better-repr-of-object-arrays">Better <code class="docutils literal notranslate"><span class="pre">repr</span></code> of object arrays</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.13.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#argsort-on-masked-arrays-takes-the-same-default-arguments-as-sort"><code class="docutils literal notranslate"><span class="pre">argsort</span></code> on masked arrays takes the same default arguments as <code class="docutils literal notranslate"><span class="pre">sort</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#average-now-preserves-subclasses"><code class="docutils literal notranslate"><span class="pre">average</span></code> now preserves subclasses</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#array-none-and-array-none-do-element-wise-comparison"><code class="docutils literal notranslate"><span class="pre">array</span> <span class="pre">==</span> <span class="pre">None</span></code> and <code class="docutils literal notranslate"><span class="pre">array</span> <span class="pre">!=</span> <span class="pre">None</span></code> do element-wise comparison</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-equal-np-not-equal-for-object-arrays-ignores-object-identity"><code class="docutils literal notranslate"><span class="pre">np.equal,</span> <span class="pre">np.not_equal</span></code> for object arrays ignores object identity</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#boolean-indexing-changes">Boolean indexing changes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-random-multivariate-normal-behavior-with-bad-covariance-matrix"><code class="docutils literal notranslate"><span class="pre">np.random.multivariate_normal</span></code> behavior with bad covariance matrix</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#assert-array-less-compares-np-inf-and-np-inf-now"><code class="docutils literal notranslate"><span class="pre">assert_array_less</span></code> compares <code class="docutils literal notranslate"><span class="pre">np.inf</span></code> and <code class="docutils literal notranslate"><span class="pre">-np.inf</span></code> now</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#assert-array-and-masked-arrays-assert-equal-hide-less-warnings"><code class="docutils literal notranslate"><span class="pre">assert_array_</span></code> and masked arrays <code class="docutils literal notranslate"><span class="pre">assert_equal</span></code> hide less warnings</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#offset-attribute-value-in-memmap-objects"><code class="docutils literal notranslate"><span class="pre">offset</span></code> attribute value in <code class="docutils literal notranslate"><span class="pre">memmap</span></code> objects</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#np-real-and-np-imag-return-scalars-for-scalar-inputs"><code class="docutils literal notranslate"><span class="pre">np.real</span></code> and <code class="docutils literal notranslate"><span class="pre">np.imag</span></code> return scalars for scalar inputs</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#the-polynomial-convenience-classes-cannot-be-passed-to-ufuncs">The polynomial convenience classes cannot be passed to ufuncs</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.13.0-notes.html#output-arguments-to-ufuncs-can-be-tuples-also-for-ufunc-methods">Output arguments to ufuncs can be tuples also for ufunc methods</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.12.1-notes.html">1.12.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.1-notes.html#bugs-fixed">Bugs Fixed</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.12.0-notes.html">1.12.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#dropped-support">Dropped Support</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#added-support">Added Support</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#build-system-changes">Build System Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#assignment-of-ndarray-object-s-data-attribute">Assignment of ndarray object’s <code class="docutils literal notranslate"><span class="pre">data</span></code> attribute</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#unsafe-int-casting-of-the-num-attribute-in-linspace">Unsafe int casting of the num attribute in <code class="docutils literal notranslate"><span class="pre">linspace</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#insufficient-bit-width-parameter-to-binary-repr">Insufficient bit width parameter to <code class="docutils literal notranslate"><span class="pre">binary_repr</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#future-changes">Future Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#multiple-field-manipulation-of-structured-arrays">Multiple-field manipulation of structured arrays</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#deprecationwarning-to-error">DeprecationWarning to error</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#futurewarning-to-changed-behavior">FutureWarning to changed behavior</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#power-and-raise-errors-for-integer-to-negative-integer-powers"><code class="docutils literal notranslate"><span class="pre">power</span></code> and <code class="docutils literal notranslate"><span class="pre">**</span></code> raise errors for integer to negative integer powers</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#relaxed-stride-checking-is-the-default">Relaxed stride checking is the default</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#the-np-percentile-midpoint-interpolation-method-fixed-for-exact-indices">The <code class="docutils literal notranslate"><span class="pre">np.percentile</span></code> ‘midpoint’ interpolation method fixed for exact indices</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#keepdims-kwarg-is-passed-through-to-user-class-methods"><code class="docutils literal notranslate"><span class="pre">keepdims</span></code> kwarg is passed through to user-class methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#bitwise-and-identity-changed"><code class="docutils literal notranslate"><span class="pre">bitwise_and</span></code> identity changed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#ma-median-warns-and-returns-nan-when-unmasked-invalid-values-are-encountered">ma.median warns and returns nan when unmasked invalid values are encountered</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#greater-consistency-in-assert-almost-equal">Greater consistency in <code class="docutils literal notranslate"><span class="pre">assert_almost_equal</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#nosetester-behaviour-of-warnings-during-testing"><code class="docutils literal notranslate"><span class="pre">NoseTester</span></code> behaviour of warnings during testing</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#assert-warns-and-deprecated-decorator-more-specific"><code class="docutils literal notranslate"><span class="pre">assert_warns</span></code> and <code class="docutils literal notranslate"><span class="pre">deprecated</span></code> decorator more specific</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#c-api">C API</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#writeable-keyword-argument-for-as-strided">Writeable keyword argument for <code class="docutils literal notranslate"><span class="pre">as_strided</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#axes-keyword-argument-for-rot90"><code class="docutils literal notranslate"><span class="pre">axes</span></code> keyword argument for <code class="docutils literal notranslate"><span class="pre">rot90</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#generalized-flip">Generalized <code class="docutils literal notranslate"><span class="pre">flip</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#blis-support-in-numpy-distutils">BLIS support in <code class="docutils literal notranslate"><span class="pre">numpy.distutils</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#hook-in-numpy-init-py-to-run-distribution-specific-checks">Hook in <code class="docutils literal notranslate"><span class="pre">numpy/__init__.py</span></code> to run distribution-specific checks</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-nanfunctions-nancumsum-and-nancumprod-added">New nanfunctions <code class="docutils literal notranslate"><span class="pre">nancumsum</span></code> and <code class="docutils literal notranslate"><span class="pre">nancumprod</span></code> added</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#np-interp-can-now-interpolate-complex-values"><code class="docutils literal notranslate"><span class="pre">np.interp</span></code> can now interpolate complex values</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-polynomial-evaluation-function-polyvalfromroots-added">New polynomial evaluation function <code class="docutils literal notranslate"><span class="pre">polyvalfromroots</span></code> added</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-array-creation-function-geomspace-added">New array creation function <code class="docutils literal notranslate"><span class="pre">geomspace</span></code> added</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-context-manager-for-testing-warnings">New context manager for testing warnings</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-masked-array-functions-ma-convolve-and-ma-correlate-added">New masked array functions <code class="docutils literal notranslate"><span class="pre">ma.convolve</span></code> and <code class="docutils literal notranslate"><span class="pre">ma.correlate</span></code> added</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-float-power-ufunc">New <code class="docutils literal notranslate"><span class="pre">float_power</span></code> ufunc</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#np-loadtxt-now-supports-a-single-integer-as-usecol-argument"><code class="docutils literal notranslate"><span class="pre">np.loadtxt</span></code> now supports a single integer as <code class="docutils literal notranslate"><span class="pre">usecol</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#improved-automated-bin-estimators-for-histogram">Improved automated bin estimators for <code class="docutils literal notranslate"><span class="pre">histogram</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#np-roll-can-now-roll-multiple-axes-at-the-same-time"><code class="docutils literal notranslate"><span class="pre">np.roll</span></code> can now roll multiple axes at the same time</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#the-complex-method-has-been-implemented-for-the-ndarrays">The <code class="docutils literal notranslate"><span class="pre">__complex__</span></code> method has been implemented for the ndarrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#pathlib-path-objects-now-supported"><code class="docutils literal notranslate"><span class="pre">pathlib.Path</span></code> objects now supported</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-bits-attribute-for-np-finfo">New <code class="docutils literal notranslate"><span class="pre">bits</span></code> attribute for <code class="docutils literal notranslate"><span class="pre">np.finfo</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#new-signature-argument-to-np-vectorize">New <code class="docutils literal notranslate"><span class="pre">signature</span></code> argument to <code class="docutils literal notranslate"><span class="pre">np.vectorize</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#emit-py3kwarnings-for-division-of-integer-arrays">Emit py3kwarnings for division of integer arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#numpy-sctypes-now-includes-bytes-on-python3-too">numpy.sctypes now includes bytes on Python3 too</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#id1"><code class="docutils literal notranslate"><span class="pre">bitwise_and</span></code> identity changed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#generalized-ufuncs-will-now-unlock-the-gil">Generalized Ufuncs will now unlock the GIL</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#caches-in-np-fft-are-now-bounded-in-total-size-and-item-count">Caches in <em class="xref py py-obj">np.fft</em> are now bounded in total size and item count</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#improved-handling-of-zero-width-string-unicode-dtypes">Improved handling of zero-width string/unicode dtypes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#integer-ufuncs-vectorized-with-avx2">Integer ufuncs vectorized with AVX2</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#order-of-operations-optimization-in-np-einsum">Order of operations optimization in <code class="docutils literal notranslate"><span class="pre">np.einsum</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#quicksort-has-been-changed-to-an-introsort">quicksort has been changed to an introsort</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#ediff1d-improved-performance-and-subclass-handling"><code class="docutils literal notranslate"><span class="pre">ediff1d</span></code> improved performance and subclass handling</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#improved-precision-of-ndarray-mean-for-float16-arrays">Improved precision of <code class="docutils literal notranslate"><span class="pre">ndarray.mean</span></code> for float16 arrays</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.12.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#all-array-like-methods-are-now-called-with-keyword-arguments-in-fromnumeric-py">All array-like methods are now called with keyword arguments in fromnumeric.py</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#operations-on-np-memmap-objects-return-numpy-arrays-in-most-cases">Operations on np.memmap objects return numpy arrays in most cases</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.12.0-notes.html#stacklevel-of-warnings-increased">stacklevel of warnings increased</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.11.3-notes.html">1.11.3</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.3-notes.html#contributors-to-maintenance-1-11-3">Contributors to maintenance/1.11.3</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.3-notes.html#pull-requests-merged">Pull Requests Merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.11.2-notes.html">1.11.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.2-notes.html#pull-requests-merged">Pull Requests Merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.11.1-notes.html">1.11.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.1-notes.html#fixes-merged">Fixes Merged</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.11.0-notes.html">1.11.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#build-system-changes">Build System Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#datetime64-changes">datetime64 changes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#linalg-norm-return-type-changes"><code class="docutils literal notranslate"><span class="pre">linalg.norm</span></code> return type changes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#polynomial-fit-changes">polynomial fit changes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-dot-now-raises-typeerror-instead-of-valueerror"><em>np.dot</em> now raises <code class="docutils literal notranslate"><span class="pre">TypeError</span></code> instead of <code class="docutils literal notranslate"><span class="pre">ValueError</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#futurewarning-to-changed-behavior">FutureWarning to changed behavior</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#and-operators"><code class="docutils literal notranslate"><span class="pre">%</span></code> and <code class="docutils literal notranslate"><span class="pre">//</span></code> operators</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#c-api">C API</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#object-dtype-detection-for-old-style-classes">object dtype detection for old-style classes</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#new-features">New Features</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-gradient-now-supports-an-axis-argument"><code class="docutils literal notranslate"><span class="pre">np.gradient</span></code> now supports an <code class="docutils literal notranslate"><span class="pre">axis</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-lexsort-now-supports-arrays-with-object-data-type"><code class="docutils literal notranslate"><span class="pre">np.lexsort</span></code> now supports arrays with object data-type</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-ma-core-maskedarray-now-supports-an-order-argument"><code class="docutils literal notranslate"><span class="pre">np.ma.core.MaskedArray</span></code> now supports an <code class="docutils literal notranslate"><span class="pre">order</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#memory-and-speed-improvements-for-masked-arrays">Memory and speed improvements for masked arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#ndarray-tofile-now-uses-fallocate-on-linux"><code class="docutils literal notranslate"><span class="pre">ndarray.tofile</span></code> now uses fallocate on linux</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#optimizations-for-operations-of-the-form-a-t-a-and-a-a-t">Optimizations for operations of the form <code class="docutils literal notranslate"><span class="pre">A.T</span> <span class="pre">&#64;</span> <span class="pre">A</span></code> and <code class="docutils literal notranslate"><span class="pre">A</span> <span class="pre">&#64;</span> <span class="pre">A.T</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-testing-assert-warns-can-now-be-used-as-a-context-manager"><code class="docutils literal notranslate"><span class="pre">np.testing.assert_warns</span></code> can now be used as a context manager</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#speed-improvement-for-np-random-shuffle">Speed improvement for np.random.shuffle</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#pyrex-support-was-removed-from-numpy-distutils">Pyrex support was removed from <code class="docutils literal notranslate"><span class="pre">numpy.distutils</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-broadcast-can-now-be-called-with-a-single-argument"><code class="docutils literal notranslate"><span class="pre">np.broadcast</span></code> can now be called with a single argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#np-trace-now-respects-array-subclasses"><code class="docutils literal notranslate"><span class="pre">np.trace</span></code> now respects array subclasses</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#id1"><code class="docutils literal notranslate"><span class="pre">np.dot</span></code> now raises <code class="docutils literal notranslate"><span class="pre">TypeError</span></code> instead of <code class="docutils literal notranslate"><span class="pre">ValueError</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#id2"><code class="docutils literal notranslate"><span class="pre">linalg.norm</span></code> return type changes</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#views-of-arrays-in-fortran-order">Views of arrays in Fortran order</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#invalid-arguments-for-array-ordering">Invalid arguments for array ordering</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#random-number-generator-in-the-testing-namespace">Random number generator in the <code class="docutils literal notranslate"><span class="pre">testing</span></code> namespace</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#random-integer-generation-on-a-closed-interval">Random integer generation on a closed interval</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.11.0-notes.html#futurewarnings">FutureWarnings</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.11.0-notes.html#assigning-to-slices-views-of-maskedarray">Assigning to slices/views of <code class="docutils literal notranslate"><span class="pre">MaskedArray</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.10.4-notes.html">1.10.4</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.4-notes.html#compatibility-notes">Compatibility notes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.4-notes.html#issues-fixed">Issues Fixed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.4-notes.html#merged-prs">Merged PRs</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.10.3-notes.html">1.10.3</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.10.2-notes.html">1.10.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.2-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.2-notes.html#relaxed-stride-checking-is-no-longer-the-default">Relaxed stride checking is no longer the default</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.2-notes.html#fix-swig-bug-in-numpy-i">Fix swig bug in <code class="docutils literal notranslate"><span class="pre">numpy.i</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.2-notes.html#deprecate-views-changing-dimensions-in-fortran-order">Deprecate views changing dimensions in fortran order</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.2-notes.html#issues-fixed">Issues Fixed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.2-notes.html#merged-prs">Merged PRs</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.2-notes.html#notes">Notes</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.10.1-notes.html">1.10.1</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.10.0-notes.html">1.10.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#dropped-support">Dropped Support</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#default-casting-rule-change">Default casting rule change</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#numpy-version-string">numpy version string</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#relaxed-stride-checking">relaxed stride checking</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#concatenation-of-1d-arrays-along-any-but-axis-0-raises-indexerror">Concatenation of 1d arrays along any but <code class="docutils literal notranslate"><span class="pre">axis=0</span></code> raises <code class="docutils literal notranslate"><span class="pre">IndexError</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-ravel-np-diagonal-and-np-diag-now-preserve-subtypes"><em>np.ravel</em>, <em>np.diagonal</em> and <em>np.diag</em> now preserve subtypes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#rollaxis-and-swapaxes-always-return-a-view"><em>rollaxis</em> and <em>swapaxes</em> always return a view</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#nonzero-now-returns-base-ndarrays"><em>nonzero</em> now returns base ndarrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#c-api">C API</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#recarray-field-return-types">recarray field return types</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#recarray-views">recarray views</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#out-keyword-argument-of-ufuncs-now-accepts-tuples-of-arrays">‘out’ keyword argument of ufuncs now accepts tuples of arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#byte-array-indices-now-raises-an-indexerror">byte-array indices now raises an IndexError</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#masked-arrays-containing-objects-with-arrays">Masked arrays containing objects with arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#median-warns-and-returns-nan-when-invalid-values-are-encountered">Median warns and returns nan when invalid values are encountered</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#functions-available-from-numpy-ma-testutils-have-changed">Functions available from numpy.ma.testutils have changed</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#reading-extra-flags-from-site-cfg">Reading extra flags from site.cfg</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-cbrt-to-compute-cube-root-for-real-floats"><em>np.cbrt</em> to compute cube root for real floats</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#numpy-distutils-now-allows-parallel-compilation">numpy.distutils now allows parallel compilation</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#genfromtxt-has-a-new-max-rows-argument"><em>genfromtxt</em> has a new <code class="docutils literal notranslate"><span class="pre">max_rows</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#new-function-np-broadcast-to-for-invoking-array-broadcasting">New function <em>np.broadcast_to</em> for invoking array broadcasting</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#new-context-manager-clear-and-catch-warnings-for-testing-warnings">New context manager <em>clear_and_catch_warnings</em> for testing warnings</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#cov-has-new-fweights-and-aweights-arguments"><em>cov</em> has new <code class="docutils literal notranslate"><span class="pre">fweights</span></code> and <code class="docutils literal notranslate"><span class="pre">aweights</span></code> arguments</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#support-for-the-operator-in-python-3-5">Support for the ‘&#64;’ operator in Python 3.5+</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#new-argument-norm-to-fft-functions">New argument <code class="docutils literal notranslate"><span class="pre">norm</span></code> to fft functions</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-digitize-using-binary-search"><em>np.digitize</em> using binary search</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-poly-now-casts-integer-inputs-to-float"><em>np.poly</em> now casts integer inputs to float</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-interp-can-now-be-used-with-periodic-functions"><em>np.interp</em> can now be used with periodic functions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-pad-supports-more-input-types-for-pad-width-and-constant-values"><em>np.pad</em> supports more input types for <code class="docutils literal notranslate"><span class="pre">pad_width</span></code> and <code class="docutils literal notranslate"><span class="pre">constant_values</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-argmax-and-np-argmin-now-support-an-out-argument"><em>np.argmax</em> and <em>np.argmin</em> now support an <code class="docutils literal notranslate"><span class="pre">out</span></code> argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#more-system-c99-complex-functions-detected-and-used">More system C99 complex functions detected and used</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-loadtxt-support-for-the-strings-produced-by-the-float-hex-method"><em>np.loadtxt</em> support for the strings produced by the <code class="docutils literal notranslate"><span class="pre">float.hex</span></code> method</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-isclose-properly-handles-minimal-values-of-integer-dtypes"><em>np.isclose</em> properly handles minimal values of integer dtypes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-allclose-uses-np-isclose-internally"><em>np.allclose</em> uses <em>np.isclose</em> internally.</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-genfromtxt-now-handles-large-integers-correctly"><em>np.genfromtxt</em> now handles large integers correctly</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-load-np-save-have-pickle-backward-compatibility-flags"><em>np.load</em>, <em>np.save</em> have pickle backward compatibility flags</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#maskedarray-support-for-more-complicated-base-classes">MaskedArray support for more complicated base classes</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#dotblas-functionality-moved-to-multiarray">dotblas functionality moved to multiarray</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#stricter-check-of-gufunc-signature-compliance">stricter check of gufunc signature compliance</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#views-returned-from-np-einsum-are-writeable">views returned from <em>np.einsum</em> are writeable</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#np-argmin-skips-nat-values"><em>np.argmin</em> skips NaT values</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.10.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#array-comparisons-involving-strings-or-structured-dtypes">Array comparisons involving strings or structured dtypes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#safeeval">SafeEval</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#alterdot-restoredot">alterdot, restoredot</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#pkgload-packageloader">pkgload, PackageLoader</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#bias-ddof-arguments-to-corrcoef">bias, ddof arguments to corrcoef</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.10.0-notes.html#dtype-string-representation-changes">dtype string representation changes</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.9.2-notes.html">1.9.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.2-notes.html#issues-fixed">Issues fixed</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.9.1-notes.html">1.9.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.1-notes.html#issues-fixed">Issues fixed</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.9.0-notes.html">1.9.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#dropped-support">Dropped Support</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#the-diagonal-and-diag-functions-return-readonly-views">The diagonal and diag functions return readonly views.</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#special-scalar-float-values-don-t-cause-upcast-to-double-anymore">Special scalar float values don’t cause upcast to double anymore</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#percentile-output-changes">Percentile output changes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#ndarray-tofile-exception-type">ndarray.tofile exception type</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#invalid-fill-value-exceptions">Invalid fill value exceptions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#polynomial-classes-no-longer-derived-from-polybase">Polynomial Classes no longer derived from PolyBase</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#using-numpy-random-binomial-may-change-the-rng-state-vs-numpy-1-9">Using numpy.random.binomial may change the RNG state vs. numpy &lt; 1.9</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#random-seed-enforced-to-be-a-32-bit-unsigned-integer">Random seed enforced to be a 32 bit unsigned integer</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#argmin-and-argmax-out-argument">Argmin and argmax out argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#einsum">Einsum</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#indexing">Indexing</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#non-integer-reduction-axis-indexes-are-deprecated">Non-integer reduction axis indexes are deprecated</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#promote-types-and-string-dtype"><code class="docutils literal notranslate"><span class="pre">promote_types</span></code> and string dtype</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#can-cast-and-string-dtype"><code class="docutils literal notranslate"><span class="pre">can_cast</span></code> and string dtype</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#astype-and-string-dtype">astype and string dtype</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#npyio-recfromcsv-keyword-arguments-change"><em class="xref py py-obj">npyio.recfromcsv</em> keyword arguments change</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#the-doc-swig-directory-moved">The <code class="docutils literal notranslate"><span class="pre">doc/swig</span></code> directory moved</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#the-npy-3kcompat-h-header-changed">The <code class="docutils literal notranslate"><span class="pre">npy_3kcompat.h</span></code> header changed</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#negative-indices-in-c-api-sq-item-and-sq-ass-item-sequence-methods">Negative indices in C-Api <code class="docutils literal notranslate"><span class="pre">sq_item</span></code> and <code class="docutils literal notranslate"><span class="pre">sq_ass_item</span></code> sequence methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#nditer">NDIter</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#zeros-like-for-string-dtypes-now-returns-empty-strings"><code class="docutils literal notranslate"><span class="pre">zeros_like</span></code> for string dtypes now returns empty strings</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#percentile-supports-more-interpolation-options">Percentile supports more interpolation options</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#generalized-axis-support-for-median-and-percentile">Generalized axis support for median and percentile</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#dtype-parameter-added-to-np-linspace-and-np-logspace">Dtype parameter added to <code class="docutils literal notranslate"><span class="pre">np.linspace</span></code> and <code class="docutils literal notranslate"><span class="pre">np.logspace</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#more-general-np-triu-and-np-tril-broadcasting">More general <code class="docutils literal notranslate"><span class="pre">np.triu</span></code> and <code class="docutils literal notranslate"><span class="pre">np.tril</span></code> broadcasting</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#tobytes-alias-for-tostring-method"><code class="docutils literal notranslate"><span class="pre">tobytes</span></code> alias for <code class="docutils literal notranslate"><span class="pre">tostring</span></code> method</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#build-system">Build system</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#compatibility-to-python-numbers-module">Compatibility to python <code class="docutils literal notranslate"><span class="pre">numbers</span></code> module</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#increasing-parameter-added-to-np-vander"><code class="docutils literal notranslate"><span class="pre">increasing</span></code> parameter added to <code class="docutils literal notranslate"><span class="pre">np.vander</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#unique-counts-parameter-added-to-np-unique"><code class="docutils literal notranslate"><span class="pre">unique_counts</span></code> parameter added to <code class="docutils literal notranslate"><span class="pre">np.unique</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#support-for-median-and-percentile-in-nanfunctions">Support for median and percentile in nanfunctions</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#numpyversion-class-added">NumpyVersion class added</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#allow-saving-arrays-with-large-number-of-named-columns">Allow saving arrays with large number of named columns</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#full-broadcasting-support-for-np-cross">Full broadcasting support for <code class="docutils literal notranslate"><span class="pre">np.cross</span></code></a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#better-numerical-stability-for-sum-in-some-cases">Better numerical stability for sum in some cases</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#percentile-implemented-in-terms-of-np-partition">Percentile implemented in terms of <code class="docutils literal notranslate"><span class="pre">np.partition</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#performance-improvement-for-np-array">Performance improvement for <code class="docutils literal notranslate"><span class="pre">np.array</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#performance-improvement-for-np-searchsorted">Performance improvement for <code class="docutils literal notranslate"><span class="pre">np.searchsorted</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#optional-reduced-verbosity-for-np-distutils">Optional reduced verbosity for np.distutils</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#covariance-check-in-np-random-multivariate-normal">Covariance check in <code class="docutils literal notranslate"><span class="pre">np.random.multivariate_normal</span></code></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#polynomial-classes-no-longer-template-based">Polynomial Classes no longer template based</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#more-gil-releases">More GIL releases</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#maskedarray-support-for-more-complicated-base-classes">MaskedArray support for more complicated base classes</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#c-api">C-API</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.9.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#non-integer-scalars-for-sequence-repetition">Non-integer scalars for sequence repetition</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#select-input-deprecations"><code class="docutils literal notranslate"><span class="pre">select</span></code> input deprecations</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#rank-function"><code class="docutils literal notranslate"><span class="pre">rank</span></code> function</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#object-array-equality-comparisons">Object array equality comparisons</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.9.0-notes.html#id1">C-API</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.8.2-notes.html">1.8.2</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.2-notes.html#issues-fixed">Issues fixed</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.8.1-notes.html">1.8.1</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.1-notes.html#issues-fixed">Issues fixed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.1-notes.html#changes">Changes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.1-notes.html#nditer">NDIter</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.1-notes.html#optional-reduced-verbosity-for-np-distutils">Optional reduced verbosity for np.distutils</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.1-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.1-notes.html#c-api">C-API</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.8.0-notes.html">1.8.0</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.0-notes.html#highlights">Highlights</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.0-notes.html#dropped-support">Dropped Support</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.0-notes.html#future-changes">Future Changes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#npy-relaxed-strides-checking">NPY_RELAXED_STRIDES_CHECKING</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#binary-operations-with-non-arrays-as-second-argument">Binary operations with non-arrays as second argument</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#function-median-used-with-overwrite-input-only-partially-sorts-array">Function <em class="xref py py-obj">median</em> used with <em class="xref py py-obj">overwrite_input</em> only partially sorts array</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#fix-to-financial-npv">Fix to financial.npv</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#runtime-warnings-when-comparing-nan-numbers">Runtime warnings when comparing NaN numbers</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#support-for-linear-algebra-on-stacked-arrays">Support for linear algebra on stacked arrays</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#in-place-fancy-indexing-for-ufuncs">In place fancy indexing for ufuncs</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#new-functions-partition-and-argpartition">New functions <em class="xref py py-obj">partition</em> and <em class="xref py py-obj">argpartition</em></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#new-functions-nanmean-nanvar-and-nanstd">New functions <em class="xref py py-obj">nanmean</em>, <em class="xref py py-obj">nanvar</em> and <em class="xref py py-obj">nanstd</em></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#new-functions-full-and-full-like">New functions <em class="xref py py-obj">full</em> and <em class="xref py py-obj">full_like</em></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#io-compatibility-with-large-files">IO compatibility with large files</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#building-against-openblas">Building against OpenBLAS</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#new-constant">New constant</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#new-modes-for-qr">New modes for qr</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#new-invert-argument-to-in1d">New <em class="xref py py-obj">invert</em> argument to <em class="xref py py-obj">in1d</em></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#advanced-indexing-using-np-newaxis">Advanced indexing using <em class="xref py py-obj">np.newaxis</em></a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#c-api">C-API</a></li>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#runtests-py">runtests.py</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="release/1.8.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l4"><a class="reference internal" href="release/1.8.0-notes.html#io-performance-improvements">IO performance improvements</a></li>
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